import pandas as pd
import numpy as np
%matplotlib inline
import matplotlib.pyplot as plt
from sklearn.model_selection import train_test_split
from datetime import datetime

df = pd.read_csv('C:\jupyter_notebook_file\병합DB_2차.csv')
df

df.info()

<class 'pandas.core.frame.DataFrame'>
RangeIndex: 7457002 entries, 0 to 7457001
Data columns (total 14 columns):
 #   Column              Dtype  
---  ------              -----  
 0   Unnamed: 0          int64  
 1   bridge_name         object 
 2   address             object 
 3   etc_address         object 
 4   latitude            float64
 5   longitude           float64
 6   brid_height_origin  float64
 7   location_start      object 
 8   wl_station_code     int64  
 9   station_name        object 
 10  location            object 
 11  obs_date            object 
 12  WL                  float64
 13  bridge_height       float64
dtypes: float64(5), int64(2), object(7)
memory usage: 796.5+ MB

df['obs_date'] = pd.to_datetime(df['obs_date'])

bridge_list = pd.unique(df['location_start']).tolist() # 교량 리스트
len(bridge_list)

86

# 54개 모든 교량에 대한 df_list
df_list = [df[df['location_start']==i] for i in bridge_list]

for i in range(len(df_list)): 
    # obs_date, WL 컬럼 이외 삭제
    df_list[i] = df_list[i].drop(columns=['Unnamed: 0', 'bridge_name', 'address', 'etc_address', 'latitude', 'longitude', 'brid_height_origin',
                                          'location_start', 'wl_station_code', 'station_name', 'location', 'bridge_height'])
    # date 정렬
    df_list[i].sort_values(['obs_date'], inplace=True)
    df_list[i].reset_index(drop=True, inplace=True)
    df_list[i].rename({'obs_date':'time', 'WL':'value'}, axis=1, inplace=True)

df_list[0]

df_list[0]['value'].plot() # 첫 번째 교량 하천 수위 그래프

<AxesSubplot:>

split_date = []
for i in range(len(df_list)):
    # 각 데이터프레임마다 test data의 비율이 0.4가 되도록 설정
    idx = len(train_test_split(df_list[i], test_size=.4)[0])
    split_date.append(df_list[i]['time'][idx])

split_date

[Timestamp('2019-02-18 20:00:00'),
 Timestamp('2016-05-14 06:00:00'),
 Timestamp('2018-10-04 20:00:00'),
 Timestamp('2018-10-04 20:00:00'),
 Timestamp('2017-05-30 09:00:00'),
 Timestamp('2019-06-08 10:00:00'),
 Timestamp('2016-08-22 07:00:00'),
 Timestamp('2016-06-06 21:00:00'),
 Timestamp('2016-04-15 21:00:00'),
 Timestamp('2016-05-18 07:00:00'),
 Timestamp('2016-05-18 07:00:00'),
 Timestamp('2018-09-20 08:00:00'),
 Timestamp('2016-08-10 01:00:00'),
 Timestamp('2016-12-01 12:00:00'),
 Timestamp('2016-05-23 14:00:00'),
 Timestamp('2016-05-21 22:00:00'),
 Timestamp('2016-06-01 17:00:00'),
 Timestamp('2017-12-27 04:00:00'),
 Timestamp('2019-02-18 20:00:00'),
 Timestamp('2016-06-02 15:00:00'),
 Timestamp('2016-05-24 00:00:00'),
 Timestamp('2020-01-25 01:00:00'),
 Timestamp('2016-09-13 21:00:00'),
 Timestamp('2016-07-03 20:00:00'),
 Timestamp('2017-12-27 01:00:00'),
 Timestamp('2016-05-24 20:00:00'),
 Timestamp('2016-06-13 03:00:00'),
 Timestamp('2016-10-30 11:00:00'),
 Timestamp('2016-05-23 16:00:00'),
 Timestamp('2016-05-14 18:00:00'),
 Timestamp('2016-12-02 20:00:00'),
 Timestamp('2016-08-21 09:00:00'),
 Timestamp('2014-07-17 02:00:00'),
 Timestamp('2016-05-24 00:00:00'),
 Timestamp('2018-08-06 10:00:00'),
 Timestamp('2016-09-07 12:00:00'),
 Timestamp('2017-03-04 17:00:00'),
 Timestamp('2016-07-17 13:00:00'),
 Timestamp('2016-09-08 20:00:00'),
 Timestamp('2016-07-02 19:00:00'),
 Timestamp('2014-09-20 03:00:00'),
 Timestamp('2020-01-25 01:00:00'),
 Timestamp('2020-01-25 01:00:00'),
 Timestamp('2016-03-27 21:00:00'),
 Timestamp('2016-05-04 23:00:00'),
 Timestamp('2017-12-25 05:00:00'),
 Timestamp('2017-12-25 05:00:00'),
 Timestamp('2016-05-30 01:00:00'),
 Timestamp('2016-06-02 06:00:00'),
 Timestamp('2016-06-14 15:00:00'),
 Timestamp('2016-06-01 17:00:00'),
 Timestamp('2016-05-30 19:00:00'),
 Timestamp('2016-05-20 04:00:00'),
 Timestamp('2019-02-18 20:00:00'),
 Timestamp('2016-07-09 23:00:00'),
 Timestamp('2016-07-18 19:00:00'),
 Timestamp('2016-06-02 08:00:00'),
 Timestamp('2017-06-25 03:00:00'),
 Timestamp('2018-10-21 13:00:00'),
 Timestamp('2016-05-25 07:00:00'),
 Timestamp('2017-12-27 05:00:00'),
 Timestamp('2016-06-17 18:00:00'),
 Timestamp('2016-06-08 10:00:00'),
 Timestamp('2016-07-14 02:00:00'),
 Timestamp('2020-01-25 01:00:00'),
 Timestamp('2018-10-04 18:00:00'),
 Timestamp('2016-05-23 15:00:00'),
 Timestamp('2016-05-23 14:00:00'),
 Timestamp('2016-06-10 14:00:00'),
 Timestamp('2016-06-22 13:00:00'),
 Timestamp('2016-06-13 16:00:00'),
 Timestamp('2016-06-07 03:00:00'),
 Timestamp('2016-07-19 22:00:00'),
 Timestamp('2016-06-02 09:00:00'),
 Timestamp('2016-06-29 10:00:00'),
 Timestamp('2016-06-07 15:00:00'),
 Timestamp('2018-03-11 07:00:00'),
 Timestamp('2016-06-22 23:00:00'),
 Timestamp('2018-10-20 03:00:00'),
 Timestamp('2016-05-23 20:00:00'),
 Timestamp('2016-05-23 15:00:00'),
 Timestamp('2016-05-23 20:00:00'),
 Timestamp('2019-02-12 08:00:00'),
 Timestamp('2019-02-12 08:00:00'),
 Timestamp('2016-07-09 06:00:00'),
 Timestamp('2019-02-12 03:00:00')]

## X의 train, test용 데이터: 스플릿 기준으로 나누기
train_list = [df_list[i][df_list[i]['time'] < split_date[i]]['value'] for i in range(len(df_list))]
test_list = [df_list[i][df_list[i]['time'] >= split_date[i]]['value'] for i in range(len(df_list))]

# train, test 데이터 시각화
for i in range(len(df_list)):
    ax = train_list[i].plot()
    test_list[i].plot(ax=ax)
    plt.title(i)
    plt.legend(['train', 'test'])
    plt.show()

for i in range(len(df_list)):
    # time 컬럼을 dataframe index로 설정
    df_list[i] = df_list[i].set_index('time')

df_list[0]

train_list_arr = [np.array(train_list[i]).reshape(-1,1) for i in range(len(df_list))]
test_list_arr = [np.array(test_list[i]).reshape(-1,1) for i in range(len(df_list))]

for i in range(len(df_list)):
    print(i, ': ', train_list_arr[i].shape, test_list_arr[i].shape)

0 :  (19954, 1) (13303, 1)
1 :  (54382, 1) (36256, 1)
2 :  (24763, 1) (16509, 1)
3 :  (24763, 1) (16509, 1)
4 :  (41056, 1) (27371, 1)
5 :  (16008, 1) (10673, 1)
6 :  (52720, 1) (35148, 1)
7 :  (54430, 1) (36287, 1)
8 :  (50389, 1) (33593, 1)
9 :  (55636, 1) (37092, 1)
10 :  (55636, 1) (37092, 1)
11 :  (15453, 1) (10303, 1)
12 :  (53174, 1) (35450, 1)
13 :  (49030, 1) (32687, 1)
14 :  (55984, 1) (37324, 1)
15 :  (47529, 1) (31686, 1)
16 :  (48693, 1) (32463, 1)
17 :  (35025, 1) (23351, 1)
18 :  (19954, 1) (13304, 1)
19 :  (55624, 1) (37084, 1)
20 :  (55972, 1) (37315, 1)
21 :  (7059, 1) (4706, 1)
22 :  (50693, 1) (33796, 1)
23 :  (53488, 1) (35659, 1)
24 :  (35031, 1) (23354, 1)
25 :  (29673, 1) (19783, 1)
26 :  (55079, 1) (36720, 1)
27 :  (50232, 1) (33489, 1)
28 :  (55986, 1) (37324, 1)
29 :  (54303, 1) (36202, 1)
30 :  (49032, 1) (32688, 1)
31 :  (52753, 1) (35169, 1)
32 :  (39493, 1) (26329, 1)
33 :  (55974, 1) (37316, 1)
34 :  (25582, 1) (17055, 1)
35 :  (44812, 1) (29875, 1)
36 :  (45723, 1) (30482, 1)
37 :  (53911, 1) (35942, 1)
38 :  (51455, 1) (34304, 1)
39 :  (54280, 1) (36187, 1)
40 :  (32755, 1) (21838, 1)
41 :  (7059, 1) (4706, 1)
42 :  (7059, 1) (4706, 1)
43 :  (54251, 1) (36168, 1)
44 :  (54389, 1) (36260, 1)
45 :  (34978, 1) (23319, 1)
46 :  (34978, 1) (23319, 1)
47 :  (55354, 1) (36904, 1)
48 :  (55651, 1) (37102, 1)
49 :  (55194, 1) (36797, 1)
50 :  (55660, 1) (37107, 1)
51 :  (54682, 1) (36455, 1)
52 :  (55003, 1) (36669, 1)
53 :  (19954, 1) (13304, 1)
54 :  (54282, 1) (36188, 1)
55 :  (53963, 1) (35976, 1)
56 :  (55637, 1) (37092, 1)
57 :  (41674, 1) (27783, 1)
58 :  (23652, 1) (15769, 1)
59 :  (53721, 1) (35815, 1)
60 :  (35026, 1) (23352, 1)
61 :  (55080, 1) (36720, 1)
62 :  (55416, 1) (36944, 1)
63 :  (54132, 1) (36089, 1)
64 :  (7059, 1) (4706, 1)
65 :  (24760, 1) (16508, 1)
66 :  (167955, 1) (111972, 1)
67 :  (111968, 1) (74648, 1)
68 :  (110672, 1) (73784, 1)
69 :  (109840, 1) (73228, 1)
70 :  (331356, 1) (220908, 1)
71 :  (221860, 1) (147908, 1)
72 :  (49643, 1) (33096, 1)
73 :  (55633, 1) (37090, 1)
74 :  (54661, 1) (36441, 1)
75 :  (54222, 1) (36148, 1)
76 :  (19218, 1) (12813, 1)
77 :  (54894, 1) (36596, 1)
78 :  (24186, 1) (16125, 1)
79 :  (55990, 1) (37328, 1)
80 :  (55985, 1) (37324, 1)
81 :  (55990, 1) (37328, 1)
82 :  (14640, 1) (9761, 1)
83 :  (14640, 1) (9761, 1)
84 :  (54054, 1) (36036, 1)
85 :  (14652, 1) (9769, 1)

# 데이터 스케일링(Scaling)
# 마지막으로 MinMaxScaler 클래스를 사용하여 데이터를 스케일링
# MinMaxScalar(X)는 데이터의 최대값이 1, 최소값이 0이 되도록 변환
# 데이터의 scale을 맞추면 weight의 scale도 일관성 있게 나올 수 있다.
from sklearn.preprocessing import MinMaxScaler

sc = MinMaxScaler() # 해당 함수는 최소한 데이터의 갯수가 1개는 있어야 수행 가능
#15, 44번 교량은 2019년부터 데이터가 있어 매우 적으므로 train, test 데이터 split 기준에 따라 오류 발생 가능

train_sc = [sc.fit_transform(train_list_arr[i]) for i in range(len(df_list))]
test_sc = [sc.fit_transform(test_list_arr[i]) for i in range(len(df_list))]

train_sc[0]

array([[0.05445545],
       [0.05445545],
       [0.05445545],
       ...,
       [0.04950495],
       [0.04950495],
       [0.04950495]])

# 정규화가 완료된 데이터들은 다시 pandas dataframe 데이터 타입으로 변환
# dataframe으로 타입을 변경하는 이유는 pandas는 시계열 자료에 대한 다양한 기능을 제공하여 LSTM에서 사용하는 window를 만들기 유용하기 때문
train_sc_df = [pd.DataFrame(train_sc[i], columns=['value'], index=train_list[i].index) for i in range(len(df_list))]
test_sc_df = [pd.DataFrame(test_sc[i], columns=['value'], index=test_list[i].index) for i in range(len(df_list))]
train_sc_df[0].head()

# sliding window 구성
# window: LSTM 훈련을 위한 고정된 사이즈 단위
# window 12개로 과거 시간 데이터 12개를 사용해서 다음 시간 단위의 값을 예측
for i in range(len(df_list)):
    for s in range(1, 13):
        train_sc_df[i]['shift_{}'.format(s)] = train_sc_df[i]['value'].shift(s)
        test_sc_df[i]['shift_{}'.format(s)] = test_sc_df[i]['value'].shift(s)

train_sc_df[0].head(13)

# 과거 12개 하천 수위 지수들이 train 속성들이 되고, '현재 하천 수위의 지수'가 y(target)이 된다.
# 데이터에서 결측값 제거
# 전체 데이터를 train 데이터, test 데이터로 분리
# 각각의 train, test 데이터는 속성과 타겟열로 분리
X_train = [train_sc_df[i].dropna().drop('value', axis=1) for i in range(len(df_list))]
y_train = [train_sc_df[i].dropna()[['value']] for i in range(len(df_list))]

X_test = [test_sc_df[i].dropna().drop('value', axis=1) for i in range(len(df_list))]
y_test = [test_sc_df[i].dropna()[['value']] for i in range(len(df_list))]

X_train[0].head()

# dataframe 타입이었던 train, test 데이터들을 values로 dataframe의 numpy 표현형만 가져옴
# sklearn을 비롯해서 기계학습 패키지들은 train, test 데이터로 numpy의 ndarray 타입을 지원
# values를 사용하기 전 X_train은 DataFrame 타입, values를 사용한 후 numpy.ndarray로 변경 확인
print(type(X_train[0]))
X_train_np = [X_train[i].values for i in range(len(df_list))]

print(type(X_train_np[0]))
X_test_np = [X_test[i].values for i in range(len(df_list))]
y_train_np = [y_train[i].values for i in range(len(df_list))]
y_test_np = [y_test[i].values for i in range(len(df_list))]
 
# X_train 데이터는 (데이터 갯수, 12개 slot)
# y_train 데이터는 (데이터 갯수, 1개의 target)
print(X_train_np[0].shape)
print(y_train_np[0].shape)

<class 'pandas.core.frame.DataFrame'>
<class 'numpy.ndarray'>
(19942, 12)
(19942, 1)

# 최종 훈련 데이터 생성을 위해 keras의 LSTM에 필요한 3차원 데이터로 변환
# 최종 데이터 shape이 (size, timestamp, feature) 형태로 나타나야함.
# 속성이 하천 수위 지수 한가지이므로 1을 입력, n 개의 속성을 사용할 경우 feature 순서에 n의 값을 입력
X_train_t = [X_train_np[i].reshape(X_train_np[i].shape[0], 12, 1) for i in range(len(df_list))]
X_test_t = [X_test_np[i].reshape(X_test_np[i].shape[0], 12, 1) for i in range(len(df_list))]

print("최종 DATA")
print(X_train_t[0].shape)
print(X_train_t[0])
print(y_train[0])

최종 DATA
(19942, 12, 1)
[[[0.05445545]
  [0.05445545]
  [0.05693069]
  ...
  [0.05445545]
  [0.05445545]
  [0.05445545]]

 [[0.05445545]
  [0.05445545]
  [0.05445545]
  ...
  [0.05693069]
  [0.05445545]
  [0.05445545]]

 [[0.05445545]
  [0.05445545]
  [0.05445545]
  ...
  [0.05693069]
  [0.05693069]
  [0.05445545]]

 ...

 [[0.04950495]
  [0.04950495]
  [0.0519802 ]
  ...
  [0.05445545]
  [0.05445545]
  [0.05445545]]

 [[0.04950495]
  [0.04950495]
  [0.04950495]
  ...
  [0.05445545]
  [0.05445545]
  [0.05445545]]

 [[0.04950495]
  [0.04950495]
  [0.04950495]
  ...
  [0.05445545]
  [0.05445545]
  [0.05445545]]]
          value
12     0.054455
13     0.054455
14     0.054455
15     0.054455
16     0.054455
...         ...
19949  0.049505
19950  0.049505
19951  0.049505
19952  0.049505
19953  0.049505

[19942 rows x 1 columns]

# LSTM 모델의 입력은 기본적으로 3차원 구조(최종 훈련 데이터를 생성하기 위해 3차원 데이터로 변환 필수)
# 첫 번째 차원: 데이터(sample/batch) 갯수, 두번째 차원: 시간축의 차원(time step size),
# 마지막 차원: LSTM 입력층에 입력되는 데이터(feature) 갯수
from keras.layers import LSTM 
from keras.models import Sequential 
from keras.layers import Dense 
import keras.backend as K 
from keras.callbacks import EarlyStopping, ModelCheckpoint
import os

# 모델 생성전에 tensorflow의 graph 영역을 clear한다.
K.clear_session()

# Sequeatial Model: 레이어들을 선형으로 쌓는 모델
model = Sequential() 
# LSTM 레이어: 20메모리 셀, (timestep, feature)
model.add(LSTM(20, input_shape=(1, 1))) 
# Dense 레이어: output = 1(예측하고자 하는 target갯수)
model.add(Dense(1)) 
# optimizer: 훈련과정 설정, loss: 최적화 과정에서 최소화될 손실 함수 설정, metrics: 훈련 모니터링위해 사용
model.compile(loss='mean_squared_error', optimizer='adam', metrics=['mean_squared_error']) # metrics = ['accuracy']는 classification에 사용
model.summary()

Model: "sequential"
_________________________________________________________________
Layer (type)                 Output Shape              Param #   
=================================================================
lstm (LSTM)                  (None, 20)                1760      
_________________________________________________________________
dense (Dense)                (None, 1)                 21        
=================================================================
Total params: 1,781
Trainable params: 1,781
Non-trainable params: 0
_________________________________________________________________

model_list = [model for i in range(len(df_list))]

# 과적합 방지: Early stopping 설정
# patience 횟수 만큼 정확도가 개선이 안되면 학습 중단
early_stop = EarlyStopping(monitor='loss', patience=5, verbose=1)

hist_list = []
for i in range(len(df_list)):
    # 체크 포인트 만들어서 모델 저장
    # 모델 저장 폴더 설정
    MODEL_DIR = './model_LSTM/'+str(i)+'/'   #같은 폴더 내에 model이라는 폴더가 없다면 만들어줘라
    if not os.path.exists(MODEL_DIR):      
        os.makedirs(MODEL_DIR)    #mkdir이 폴더 생성 함수

    # 모델 저장 조건 설정
    modelpath = MODEL_DIR+'{epoch:02d}-{val_loss:.4f}.hdf5'
    checkpointer = ModelCheckpoint(filepath = modelpath, monitor='loss', verbose = 1, save_best_only = True)

    hist_list.append(model_list[i].fit(X_train_t[i], y_train[i], validation_split=0.2, epochs=500,
              batch_size=20, verbose=1, callbacks=[early_stop, checkpointer]))

Epoch 1/500
WARNING:tensorflow:Model was constructed with shape (None, 1, 1) for input Tensor("lstm_input:0", shape=(None, 1, 1), dtype=float32), but it was called on an input with incompatible shape (None, 12, 1).
WARNING:tensorflow:Model was constructed with shape (None, 1, 1) for input Tensor("lstm_input:0", shape=(None, 1, 1), dtype=float32), but it was called on an input with incompatible shape (None, 12, 1).
787/798 [============================>.] - ETA: 0s - loss: 0.0014 - mean_squared_error: 0.0014WARNING:tensorflow:Model was constructed with shape (None, 1, 1) for input Tensor("lstm_input:0", shape=(None, 1, 1), dtype=float32), but it was called on an input with incompatible shape (None, 12, 1).

Epoch 00001: loss improved from inf to 0.00134, saving model to ./model_LSTM/0\01-0.0004.hdf5
798/798 [==============================] - 6s 7ms/step - loss: 0.0013 - mean_squared_error: 0.0013 - val_loss: 4.3313e-04 - val_mean_squared_error: 4.3313e-04
Epoch 2/500
796/798 [============================>.] - ETA: 0s - loss: 5.1503e-04 - mean_squared_error: 5.1503e-04
Epoch 00002: loss improved from 0.00134 to 0.00051, saving model to ./model_LSTM/0\02-0.0003.hdf5
798/798 [==============================] - 5s 6ms/step - loss: 5.1463e-04 - mean_squared_error: 5.1463e-04 - val_loss: 2.7058e-04 - val_mean_squared_error: 2.7058e-04
Epoch 3/500
790/798 [============================>.] - ETA: 0s - loss: 4.3317e-04 - mean_squared_error: 4.3317e-04
Epoch 00003: loss improved from 0.00051 to 0.00043, saving model to ./model_LSTM/0\03-0.0001.hdf5
798/798 [==============================] - 5s 6ms/step - loss: 4.3041e-04 - mean_squared_error: 4.3041e-04 - val_loss: 8.5316e-05 - val_mean_squared_error: 8.5316e-05
Epoch 4/500
795/798 [============================>.] - ETA: 0s - loss: 4.2142e-04 - mean_squared_error: 4.2142e-04
Epoch 00004: loss improved from 0.00043 to 0.00042, saving model to ./model_LSTM/0\04-0.0001.hdf5
798/798 [==============================] - 4s 6ms/step - loss: 4.2098e-04 - mean_squared_error: 4.2098e-04 - val_loss: 6.6953e-05 - val_mean_squared_error: 6.6953e-05
Epoch 5/500
791/798 [============================>.] - ETA: 0s - loss: 3.5739e-04 - mean_squared_error: 3.5739e-04
Epoch 00005: loss improved from 0.00042 to 0.00036, saving model to ./model_LSTM/0\05-0.0001.hdf5
798/798 [==============================] - 5s 6ms/step - loss: 3.5553e-04 - mean_squared_error: 3.5553e-04 - val_loss: 5.2098e-05 - val_mean_squared_error: 5.2098e-05
Epoch 6/500
795/798 [============================>.] - ETA: 0s - loss: 3.8171e-04 - mean_squared_error: 3.8171e-04
Epoch 00006: loss did not improve from 0.00036
798/798 [==============================] - 5s 6ms/step - loss: 3.8055e-04 - mean_squared_error: 3.8055e-04 - val_loss: 9.0802e-05 - val_mean_squared_error: 9.0802e-05
Epoch 7/500
798/798 [==============================] - ETA: 0s - loss: 3.5886e-04 - mean_squared_error: 3.5886e-04
Epoch 00007: loss did not improve from 0.00036
798/798 [==============================] - 4s 5ms/step - loss: 3.5886e-04 - mean_squared_error: 3.5886e-04 - val_loss: 9.7375e-05 - val_mean_squared_error: 9.7375e-05
Epoch 8/500
789/798 [============================>.] - ETA: 0s - loss: 3.1245e-04 - mean_squared_error: 3.1245e-04
Epoch 00008: loss improved from 0.00036 to 0.00032, saving model to ./model_LSTM/0\08-0.0001.hdf5
798/798 [==============================] - 4s 5ms/step - loss: 3.1528e-04 - mean_squared_error: 3.1528e-04 - val_loss: 9.7285e-05 - val_mean_squared_error: 9.7285e-05
Epoch 9/500
798/798 [==============================] - ETA: 0s - loss: 3.2961e-04 - mean_squared_error: 3.2961e-04
Epoch 00009: loss did not improve from 0.00032
798/798 [==============================] - 4s 5ms/step - loss: 3.2961e-04 - mean_squared_error: 3.2961e-04 - val_loss: 1.5011e-04 - val_mean_squared_error: 1.5011e-04
Epoch 10/500
792/798 [============================>.] - ETA: 0s - loss: 3.1881e-04 - mean_squared_error: 3.1881e-04
Epoch 00010: loss did not improve from 0.00032
798/798 [==============================] - 4s 5ms/step - loss: 3.1687e-04 - mean_squared_error: 3.1687e-04 - val_loss: 6.7438e-05 - val_mean_squared_error: 6.7438e-05
Epoch 11/500
789/798 [============================>.] - ETA: 0s - loss: 2.8810e-04 - mean_squared_error: 2.8810e-04
Epoch 00011: loss improved from 0.00032 to 0.00029, saving model to ./model_LSTM/0\11-0.0001.hdf5
798/798 [==============================] - 4s 5ms/step - loss: 2.8866e-04 - mean_squared_error: 2.8866e-04 - val_loss: 5.6934e-05 - val_mean_squared_error: 5.6934e-05
Epoch 12/500
798/798 [==============================] - ETA: 0s - loss: 2.8727e-04 - mean_squared_error: 2.8727e-04
Epoch 00012: loss improved from 0.00029 to 0.00029, saving model to ./model_LSTM/0\12-0.0001.hdf5
798/798 [==============================] - 4s 5ms/step - loss: 2.8727e-04 - mean_squared_error: 2.8727e-04 - val_loss: 6.4646e-05 - val_mean_squared_error: 6.4646e-05
Epoch 13/500
797/798 [============================>.] - ETA: 0s - loss: 2.6774e-04 - mean_squared_error: 2.6774e-04
Epoch 00013: loss improved from 0.00029 to 0.00027, saving model to ./model_LSTM/0\13-0.0000.hdf5
798/798 [==============================] - 5s 6ms/step - loss: 2.6754e-04 - mean_squared_error: 2.6754e-04 - val_loss: 3.0833e-05 - val_mean_squared_error: 3.0833e-05
Epoch 14/500
789/798 [============================>.] - ETA: 0s - loss: 2.5074e-04 - mean_squared_error: 2.5074e-04
Epoch 00014: loss improved from 0.00027 to 0.00026, saving model to ./model_LSTM/0\14-0.0001.hdf5
798/798 [==============================] - 5s 6ms/step - loss: 2.5622e-04 - mean_squared_error: 2.5622e-04 - val_loss: 8.7782e-05 - val_mean_squared_error: 8.7782e-05
Epoch 15/500
798/798 [==============================] - ETA: 0s - loss: 2.3626e-04 - mean_squared_error: 2.3626e-04
Epoch 00015: loss improved from 0.00026 to 0.00024, saving model to ./model_LSTM/0\15-0.0001.hdf5
798/798 [==============================] - 4s 5ms/step - loss: 2.3626e-04 - mean_squared_error: 2.3626e-04 - val_loss: 5.4179e-05 - val_mean_squared_error: 5.4179e-05
Epoch 16/500
797/798 [============================>.] - ETA: 0s - loss: 2.4502e-04 - mean_squared_error: 2.4502e-04
Epoch 00016: loss did not improve from 0.00024
798/798 [==============================] - 4s 5ms/step - loss: 2.4484e-04 - mean_squared_error: 2.4484e-04 - val_loss: 3.6614e-05 - val_mean_squared_error: 3.6614e-05
Epoch 17/500
795/798 [============================>.] - ETA: 0s - loss: 2.2744e-04 - mean_squared_error: 2.2744e-04
Epoch 00017: loss improved from 0.00024 to 0.00023, saving model to ./model_LSTM/0\17-0.0001.hdf5
798/798 [==============================] - 7s 8ms/step - loss: 2.2722e-04 - mean_squared_error: 2.2722e-04 - val_loss: 8.6808e-05 - val_mean_squared_error: 8.6808e-05
Epoch 18/500
798/798 [==============================] - ETA: 0s - loss: 2.1754e-04 - mean_squared_error: 2.1754e-04
Epoch 00018: loss improved from 0.00023 to 0.00022, saving model to ./model_LSTM/0\18-0.0001.hdf5
798/798 [==============================] - 7s 9ms/step - loss: 2.1754e-04 - mean_squared_error: 2.1754e-04 - val_loss: 5.9605e-05 - val_mean_squared_error: 5.9605e-05
Epoch 19/500
794/798 [============================>.] - ETA: 0s - loss: 2.2282e-04 - mean_squared_error: 2.2282e-04
Epoch 00019: loss did not improve from 0.00022
798/798 [==============================] - 9s 11ms/step - loss: 2.2232e-04 - mean_squared_error: 2.2232e-04 - val_loss: 3.0222e-05 - val_mean_squared_error: 3.0222e-05
Epoch 20/500
789/798 [============================>.] - ETA: 0s - loss: 2.0857e-04 - mean_squared_error: 2.0857e-04
Epoch 00020: loss improved from 0.00022 to 0.00021, saving model to ./model_LSTM/0\20-0.0000.hdf5
798/798 [==============================] - 6s 7ms/step - loss: 2.1065e-04 - mean_squared_error: 2.1065e-04 - val_loss: 3.1220e-05 - val_mean_squared_error: 3.1220e-05
Epoch 21/500
790/798 [============================>.] - ETA: 0s - loss: 1.8654e-04 - mean_squared_error: 1.8654e-04
Epoch 00021: loss improved from 0.00021 to 0.00020, saving model to ./model_LSTM/0\21-0.0001.hdf5
798/798 [==============================] - 5s 6ms/step - loss: 1.9732e-04 - mean_squared_error: 1.9732e-04 - val_loss: 1.4326e-04 - val_mean_squared_error: 1.4326e-04
Epoch 22/500
795/798 [============================>.] - ETA: 0s - loss: 2.1014e-04 - mean_squared_error: 2.1014e-04
Epoch 00022: loss did not improve from 0.00020
798/798 [==============================] - 5s 6ms/step - loss: 2.0965e-04 - mean_squared_error: 2.0965e-04 - val_loss: 2.8640e-05 - val_mean_squared_error: 2.8640e-05
Epoch 23/500
796/798 [============================>.] - ETA: 0s - loss: 1.8633e-04 - mean_squared_error: 1.8633e-04
Epoch 00023: loss improved from 0.00020 to 0.00019, saving model to ./model_LSTM/0\23-0.0001.hdf5
798/798 [==============================] - 5s 6ms/step - loss: 1.8619e-04 - mean_squared_error: 1.8619e-04 - val_loss: 5.1381e-05 - val_mean_squared_error: 5.1381e-05
Epoch 24/500
790/798 [============================>.] - ETA: 0s - loss: 1.8353e-04 - mean_squared_error: 1.8353e-04
Epoch 00024: loss improved from 0.00019 to 0.00018, saving model to ./model_LSTM/0\24-0.0000.hdf5
798/798 [==============================] - 5s 7ms/step - loss: 1.8213e-04 - mean_squared_error: 1.8213e-04 - val_loss: 2.5666e-05 - val_mean_squared_error: 2.5666e-05
Epoch 25/500
796/798 [============================>.] - ETA: 0s - loss: 1.9838e-04 - mean_squared_error: 1.9838e-04
Epoch 00025: loss did not improve from 0.00018
798/798 [==============================] - 5s 6ms/step - loss: 1.9798e-04 - mean_squared_error: 1.9798e-04 - val_loss: 2.1206e-05 - val_mean_squared_error: 2.1206e-05
Epoch 26/500
795/798 [============================>.] - ETA: 0s - loss: 1.8615e-04 - mean_squared_error: 1.8615e-04
Epoch 00026: loss did not improve from 0.00018
798/798 [==============================] - 5s 7ms/step - loss: 1.8563e-04 - mean_squared_error: 1.8563e-04 - val_loss: 4.6319e-05 - val_mean_squared_error: 4.6319e-05
Epoch 27/500
796/798 [============================>.] - ETA: 0s - loss: 1.8584e-04 - mean_squared_error: 1.8584e-04
Epoch 00027: loss did not improve from 0.00018
798/798 [==============================] - 4s 5ms/step - loss: 1.8557e-04 - mean_squared_error: 1.8557e-04 - val_loss: 2.2146e-05 - val_mean_squared_error: 2.2146e-05
Epoch 28/500
791/798 [============================>.] - ETA: 0s - loss: 1.7929e-04 - mean_squared_error: 1.7929e-04
Epoch 00028: loss improved from 0.00018 to 0.00018, saving model to ./model_LSTM/0\28-0.0000.hdf5
798/798 [==============================] - 4s 5ms/step - loss: 1.7920e-04 - mean_squared_error: 1.7920e-04 - val_loss: 1.7294e-05 - val_mean_squared_error: 1.7294e-05
Epoch 29/500
797/798 [============================>.] - ETA: 0s - loss: 1.7959e-04 - mean_squared_error: 1.7959e-04
Epoch 00029: loss did not improve from 0.00018
798/798 [==============================] - 4s 5ms/step - loss: 1.7945e-04 - mean_squared_error: 1.7945e-04 - val_loss: 1.8389e-05 - val_mean_squared_error: 1.8389e-05
Epoch 30/500
795/798 [============================>.] - ETA: 0s - loss: 1.8328e-04 - mean_squared_error: 1.8328e-04
Epoch 00030: loss did not improve from 0.00018
798/798 [==============================] - 4s 6ms/step - loss: 1.8274e-04 - mean_squared_error: 1.8274e-04 - val_loss: 3.5682e-05 - val_mean_squared_error: 3.5682e-05
Epoch 31/500
797/798 [============================>.] - ETA: 0s - loss: 1.7347e-04 - mean_squared_error: 1.7347e-04
Epoch 00031: loss did not improve from 0.00018
798/798 [==============================] - 4s 6ms/step - loss: 1.8212e-04 - mean_squared_error: 1.8212e-04 - val_loss: 8.3476e-05 - val_mean_squared_error: 8.3476e-05
Epoch 32/500
792/798 [============================>.] - ETA: 0s - loss: 1.6971e-04 - mean_squared_error: 1.6971e-04
Epoch 00032: loss improved from 0.00018 to 0.00017, saving model to ./model_LSTM/0\32-0.0000.hdf5
798/798 [==============================] - 4s 5ms/step - loss: 1.6881e-04 - mean_squared_error: 1.6881e-04 - val_loss: 3.1746e-05 - val_mean_squared_error: 3.1746e-05
Epoch 33/500
798/798 [==============================] - ETA: 0s - loss: 1.8578e-04 - mean_squared_error: 1.8578e-04
Epoch 00033: loss did not improve from 0.00017
798/798 [==============================] - 4s 5ms/step - loss: 1.8578e-04 - mean_squared_error: 1.8578e-04 - val_loss: 2.2973e-05 - val_mean_squared_error: 2.2973e-05
Epoch 34/500
789/798 [============================>.] - ETA: 0s - loss: 1.5595e-04 - mean_squared_error: 1.5595e-04
Epoch 00034: loss improved from 0.00017 to 0.00016, saving model to ./model_LSTM/0\34-0.0000.hdf5
798/798 [==============================] - 4s 5ms/step - loss: 1.5581e-04 - mean_squared_error: 1.5581e-04 - val_loss: 3.2987e-05 - val_mean_squared_error: 3.2987e-05
Epoch 35/500
797/798 [============================>.] - ETA: 0s - loss: 1.6831e-04 - mean_squared_error: 1.6831e-04
Epoch 00035: loss did not improve from 0.00016
798/798 [==============================] - 4s 5ms/step - loss: 1.6818e-04 - mean_squared_error: 1.6818e-04 - val_loss: 1.3977e-05 - val_mean_squared_error: 1.3977e-05
Epoch 36/500
795/798 [============================>.] - ETA: 0s - loss: 1.6932e-04 - mean_squared_error: 1.6932e-04
Epoch 00036: loss did not improve from 0.00016
798/798 [==============================] - 4s 5ms/step - loss: 1.6885e-04 - mean_squared_error: 1.6885e-04 - val_loss: 1.5515e-05 - val_mean_squared_error: 1.5515e-05
Epoch 37/500
797/798 [============================>.] - ETA: 0s - loss: 1.6049e-04 - mean_squared_error: 1.6049e-04
Epoch 00037: loss did not improve from 0.00016
798/798 [==============================] - 4s 5ms/step - loss: 1.6036e-04 - mean_squared_error: 1.6036e-04 - val_loss: 2.1629e-05 - val_mean_squared_error: 2.1629e-05
Epoch 38/500
790/798 [============================>.] - ETA: 0s - loss: 1.4790e-04 - mean_squared_error: 1.4790e-04
Epoch 00038: loss improved from 0.00016 to 0.00016, saving model to ./model_LSTM/0\38-0.0002.hdf5
798/798 [==============================] - 4s 5ms/step - loss: 1.5575e-04 - mean_squared_error: 1.5575e-04 - val_loss: 1.6036e-04 - val_mean_squared_error: 1.6036e-04
Epoch 39/500
797/798 [============================>.] - ETA: 0s - loss: 1.5278e-04 - mean_squared_error: 1.5278e-04
Epoch 00039: loss improved from 0.00016 to 0.00015, saving model to ./model_LSTM/0\39-0.0000.hdf5
798/798 [==============================] - 4s 5ms/step - loss: 1.5266e-04 - mean_squared_error: 1.5266e-04 - val_loss: 3.8914e-05 - val_mean_squared_error: 3.8914e-05
Epoch 40/500
798/798 [==============================] - ETA: 0s - loss: 1.6862e-04 - mean_squared_error: 1.6862e-04
Epoch 00040: loss did not improve from 0.00015
798/798 [==============================] - 4s 5ms/step - loss: 1.6862e-04 - mean_squared_error: 1.6862e-04 - val_loss: 2.2814e-05 - val_mean_squared_error: 2.2814e-05
Epoch 41/500
797/798 [============================>.] - ETA: 0s - loss: 1.5197e-04 - mean_squared_error: 1.5197e-04
Epoch 00041: loss improved from 0.00015 to 0.00015, saving model to ./model_LSTM/0\41-0.0000.hdf5
798/798 [==============================] - 4s 5ms/step - loss: 1.5186e-04 - mean_squared_error: 1.5186e-04 - val_loss: 3.1815e-05 - val_mean_squared_error: 3.1815e-05
Epoch 42/500
791/798 [============================>.] - ETA: 0s - loss: 1.5403e-04 - mean_squared_error: 1.5403e-04
Epoch 00042: loss did not improve from 0.00015
798/798 [==============================] - 4s 5ms/step - loss: 1.5291e-04 - mean_squared_error: 1.5291e-04 - val_loss: 2.2063e-05 - val_mean_squared_error: 2.2063e-05
Epoch 43/500
795/798 [============================>.] - ETA: 0s - loss: 1.5395e-04 - mean_squared_error: 1.5395e-04
Epoch 00043: loss did not improve from 0.00015
798/798 [==============================] - 4s 5ms/step - loss: 1.5350e-04 - mean_squared_error: 1.5350e-04 - val_loss: 2.6795e-05 - val_mean_squared_error: 2.6795e-05
Epoch 44/500
796/798 [============================>.] - ETA: 0s - loss: 1.5889e-04 - mean_squared_error: 1.5889e-04
Epoch 00044: loss did not improve from 0.00015
798/798 [==============================] - 4s 5ms/step - loss: 1.5861e-04 - mean_squared_error: 1.5861e-04 - val_loss: 3.6558e-05 - val_mean_squared_error: 3.6558e-05
Epoch 45/500
793/798 [============================>.] - ETA: 0s - loss: 1.5509e-04 - mean_squared_error: 1.5509e-04
Epoch 00045: loss did not improve from 0.00015
798/798 [==============================] - 4s 5ms/step - loss: 1.5448e-04 - mean_squared_error: 1.5448e-04 - val_loss: 1.6310e-05 - val_mean_squared_error: 1.6310e-05
Epoch 46/500
787/798 [============================>.] - ETA: 0s - loss: 1.5168e-04 - mean_squared_error: 1.5168e-04
Epoch 00046: loss improved from 0.00015 to 0.00015, saving model to ./model_LSTM/0\46-0.0000.hdf5
798/798 [==============================] - 4s 5ms/step - loss: 1.5031e-04 - mean_squared_error: 1.5031e-04 - val_loss: 1.7904e-05 - val_mean_squared_error: 1.7904e-05
Epoch 47/500
788/798 [============================>.] - ETA: 0s - loss: 1.5119e-04 - mean_squared_error: 1.5119e-04
Epoch 00047: loss did not improve from 0.00015
798/798 [==============================] - 4s 5ms/step - loss: 1.5106e-04 - mean_squared_error: 1.5106e-04 - val_loss: 3.6589e-05 - val_mean_squared_error: 3.6589e-05
Epoch 48/500
795/798 [============================>.] - ETA: 0s - loss: 1.3247e-04 - mean_squared_error: 1.3247e-04
Epoch 00048: loss improved from 0.00015 to 0.00013, saving model to ./model_LSTM/0\48-0.0000.hdf5
798/798 [==============================] - 4s 5ms/step - loss: 1.3229e-04 - mean_squared_error: 1.3229e-04 - val_loss: 1.2984e-05 - val_mean_squared_error: 1.2984e-05
Epoch 49/500
788/798 [============================>.] - ETA: 0s - loss: 1.4102e-04 - mean_squared_error: 1.4102e-04
Epoch 00049: loss did not improve from 0.00013
798/798 [==============================] - 4s 4ms/step - loss: 1.4330e-04 - mean_squared_error: 1.4330e-04 - val_loss: 1.2624e-04 - val_mean_squared_error: 1.2624e-04
Epoch 50/500
798/798 [==============================] - ETA: 0s - loss: 1.4815e-04 - mean_squared_error: 1.4815e-04
Epoch 00050: loss did not improve from 0.00013
798/798 [==============================] - 4s 5ms/step - loss: 1.4815e-04 - mean_squared_error: 1.4815e-04 - val_loss: 1.2813e-05 - val_mean_squared_error: 1.2813e-05
Epoch 51/500
787/798 [============================>.] - ETA: 0s - loss: 1.4259e-04 - mean_squared_error: 1.4259e-04
Epoch 00051: loss did not improve from 0.00013
798/798 [==============================] - 4s 4ms/step - loss: 1.4170e-04 - mean_squared_error: 1.4170e-04 - val_loss: 3.2723e-05 - val_mean_squared_error: 3.2723e-05
Epoch 52/500
786/798 [============================>.] - ETA: 0s - loss: 1.4401e-04 - mean_squared_error: 1.4401e-04
Epoch 00052: loss did not improve from 0.00013
798/798 [==============================] - 4s 5ms/step - loss: 1.4383e-04 - mean_squared_error: 1.4383e-04 - val_loss: 1.7558e-05 - val_mean_squared_error: 1.7558e-05
Epoch 53/500
790/798 [============================>.] - ETA: 0s - loss: 1.3270e-04 - mean_squared_error: 1.3270e-04
Epoch 00053: loss improved from 0.00013 to 0.00013, saving model to ./model_LSTM/0\53-0.0000.hdf5
798/798 [==============================] - 4s 5ms/step - loss: 1.3154e-04 - mean_squared_error: 1.3154e-04 - val_loss: 3.3440e-05 - val_mean_squared_error: 3.3440e-05
Epoch 54/500
798/798 [==============================] - ETA: 0s - loss: 1.3923e-04 - mean_squared_error: 1.3923e-04
Epoch 00054: loss did not improve from 0.00013
798/798 [==============================] - 4s 5ms/step - loss: 1.3923e-04 - mean_squared_error: 1.3923e-04 - val_loss: 1.8836e-05 - val_mean_squared_error: 1.8836e-05
Epoch 55/500
792/798 [============================>.] - ETA: 0s - loss: 1.3915e-04 - mean_squared_error: 1.3915e-04
Epoch 00055: loss did not improve from 0.00013
798/798 [==============================] - 4s 5ms/step - loss: 1.3893e-04 - mean_squared_error: 1.3893e-04 - val_loss: 2.2990e-05 - val_mean_squared_error: 2.2990e-05
Epoch 56/500
793/798 [============================>.] - ETA: 0s - loss: 1.3531e-04 - mean_squared_error: 1.3531e-04
Epoch 00056: loss did not improve from 0.00013
798/798 [==============================] - 5s 6ms/step - loss: 1.3466e-04 - mean_squared_error: 1.3466e-04 - val_loss: 1.4516e-05 - val_mean_squared_error: 1.4516e-05
Epoch 57/500
786/798 [============================>.] - ETA: 0s - loss: 1.3818e-04 - mean_squared_error: 1.3818e-04
Epoch 00057: loss did not improve from 0.00013
798/798 [==============================] - 4s 5ms/step - loss: 1.3763e-04 - mean_squared_error: 1.3763e-04 - val_loss: 2.2406e-05 - val_mean_squared_error: 2.2406e-05
Epoch 58/500
788/798 [============================>.] - ETA: 0s - loss: 1.4447e-04 - mean_squared_error: 1.4447e-04
Epoch 00058: loss did not improve from 0.00013
798/798 [==============================] - 4s 5ms/step - loss: 1.4303e-04 - mean_squared_error: 1.4303e-04 - val_loss: 2.1811e-05 - val_mean_squared_error: 2.1811e-05
Epoch 00058: early stopping
Epoch 1/500
2175/2175 [==============================] - ETA: 0s - loss: 6.1441e-05 - mean_squared_error: 6.1441e-05
Epoch 00001: loss improved from inf to 0.00006, saving model to ./model_LSTM/1\01-0.0000.hdf5
2175/2175 [==============================] - 10s 5ms/step - loss: 6.1441e-05 - mean_squared_error: 6.1441e-05 - val_loss: 3.3358e-05 - val_mean_squared_error: 3.3358e-05
Epoch 2/500
2167/2175 [============================>.] - ETA: 0s - loss: 6.5548e-05 - mean_squared_error: 6.5548e-05
Epoch 00002: loss did not improve from 0.00006
2175/2175 [==============================] - 10s 5ms/step - loss: 6.5350e-05 - mean_squared_error: 6.5350e-05 - val_loss: 3.6415e-05 - val_mean_squared_error: 3.6415e-05
Epoch 3/500
2173/2175 [============================>.] - ETA: 0s - loss: 6.0576e-05 - mean_squared_error: 6.0576e-05
Epoch 00003: loss improved from 0.00006 to 0.00006, saving model to ./model_LSTM/1\03-0.0001.hdf5
2175/2175 [==============================] - 11s 5ms/step - loss: 6.0578e-05 - mean_squared_error: 6.0578e-05 - val_loss: 7.9423e-05 - val_mean_squared_error: 7.9423e-05
Epoch 4/500
2173/2175 [============================>.] - ETA: 0s - loss: 6.4656e-05 - mean_squared_error: 6.4656e-05
Epoch 00004: loss did not improve from 0.00006
2175/2175 [==============================] - 11s 5ms/step - loss: 6.4688e-05 - mean_squared_error: 6.4688e-05 - val_loss: 4.1765e-05 - val_mean_squared_error: 4.1765e-05
Epoch 5/500
2171/2175 [============================>.] - ETA: 0s - loss: 6.0375e-05 - mean_squared_error: 6.0375e-05
Epoch 00005: loss improved from 0.00006 to 0.00006, saving model to ./model_LSTM/1\05-0.0000.hdf5
2175/2175 [==============================] - 12s 5ms/step - loss: 6.0364e-05 - mean_squared_error: 6.0364e-05 - val_loss: 3.9710e-05 - val_mean_squared_error: 3.9710e-05
Epoch 6/500
2173/2175 [============================>.] - ETA: 0s - loss: 6.1150e-05 - mean_squared_error: 6.1150e-05
Epoch 00006: loss did not improve from 0.00006
2175/2175 [==============================] - 12s 5ms/step - loss: 6.1117e-05 - mean_squared_error: 6.1117e-05 - val_loss: 4.2718e-05 - val_mean_squared_error: 4.2718e-05
Epoch 7/500
2163/2175 [============================>.] - ETA: 0s - loss: 5.6620e-05 - mean_squared_error: 5.6620e-05
Epoch 00007: loss improved from 0.00006 to 0.00006, saving model to ./model_LSTM/1\07-0.0000.hdf5
2175/2175 [==============================] - 11s 5ms/step - loss: 5.6456e-05 - mean_squared_error: 5.6456e-05 - val_loss: 3.4081e-05 - val_mean_squared_error: 3.4081e-05
Epoch 8/500
2168/2175 [============================>.] - ETA: 0s - loss: 5.6299e-05 - mean_squared_error: 5.6299e-05
Epoch 00008: loss improved from 0.00006 to 0.00006, saving model to ./model_LSTM/1\08-0.0000.hdf5
2175/2175 [==============================] - 10s 5ms/step - loss: 5.6263e-05 - mean_squared_error: 5.6263e-05 - val_loss: 3.7720e-05 - val_mean_squared_error: 3.7720e-05
Epoch 9/500
2166/2175 [============================>.] - ETA: 0s - loss: 5.6122e-05 - mean_squared_error: 5.6122e-05
Epoch 00009: loss improved from 0.00006 to 0.00006, saving model to ./model_LSTM/1\09-0.0000.hdf5
2175/2175 [==============================] - 10s 4ms/step - loss: 5.5996e-05 - mean_squared_error: 5.5996e-05 - val_loss: 3.4602e-05 - val_mean_squared_error: 3.4602e-05
Epoch 10/500
2166/2175 [============================>.] - ETA: 0s - loss: 5.7296e-05 - mean_squared_error: 5.7296e-05
Epoch 00010: loss did not improve from 0.00006
2175/2175 [==============================] - 10s 5ms/step - loss: 5.7134e-05 - mean_squared_error: 5.7134e-05 - val_loss: 3.6065e-05 - val_mean_squared_error: 3.6065e-05
Epoch 11/500
2174/2175 [============================>.] - ETA: 0s - loss: 5.6765e-05 - mean_squared_error: 5.6765e-05
Epoch 00011: loss did not improve from 0.00006
2175/2175 [==============================] - 10s 5ms/step - loss: 5.6864e-05 - mean_squared_error: 5.6864e-05 - val_loss: 3.7606e-05 - val_mean_squared_error: 3.7606e-05
Epoch 12/500
2163/2175 [============================>.] - ETA: 0s - loss: 5.5015e-05 - mean_squared_error: 5.5015e-05
Epoch 00012: loss improved from 0.00006 to 0.00006, saving model to ./model_LSTM/1\12-0.0001.hdf5
2175/2175 [==============================] - 10s 5ms/step - loss: 5.5206e-05 - mean_squared_error: 5.5206e-05 - val_loss: 7.5985e-05 - val_mean_squared_error: 7.5985e-05
Epoch 13/500
2164/2175 [============================>.] - ETA: 0s - loss: 5.5436e-05 - mean_squared_error: 5.5436e-05
Epoch 00013: loss did not improve from 0.00006
2175/2175 [==============================] - 11s 5ms/step - loss: 5.5571e-05 - mean_squared_error: 5.5571e-05 - val_loss: 4.5495e-05 - val_mean_squared_error: 4.5495e-05
Epoch 14/500
2166/2175 [============================>.] - ETA: 0s - loss: 5.4363e-05 - mean_squared_error: 5.4363e-05
Epoch 00014: loss improved from 0.00006 to 0.00005, saving model to ./model_LSTM/1\14-0.0000.hdf5
2175/2175 [==============================] - 10s 5ms/step - loss: 5.4440e-05 - mean_squared_error: 5.4440e-05 - val_loss: 4.0185e-05 - val_mean_squared_error: 4.0185e-05
Epoch 15/500
2175/2175 [==============================] - ETA: 0s - loss: 4.9488e-05 - mean_squared_error: 4.9488e-05
Epoch 00015: loss improved from 0.00005 to 0.00005, saving model to ./model_LSTM/1\15-0.0000.hdf5
2175/2175 [==============================] - 12s 6ms/step - loss: 4.9488e-05 - mean_squared_error: 4.9488e-05 - val_loss: 3.2846e-05 - val_mean_squared_error: 3.2846e-05
Epoch 16/500
2164/2175 [============================>.] - ETA: 0s - loss: 5.4448e-05 - mean_squared_error: 5.4448e-05
Epoch 00016: loss did not improve from 0.00005
2175/2175 [==============================] - 11s 5ms/step - loss: 5.4274e-05 - mean_squared_error: 5.4274e-05 - val_loss: 3.7777e-05 - val_mean_squared_error: 3.7777e-05
Epoch 17/500
2166/2175 [============================>.] - ETA: 0s - loss: 5.3557e-05 - mean_squared_error: 5.3557e-05
Epoch 00017: loss did not improve from 0.00005
2175/2175 [==============================] - 13s 6ms/step - loss: 5.3443e-05 - mean_squared_error: 5.3443e-05 - val_loss: 5.4907e-05 - val_mean_squared_error: 5.4907e-05
Epoch 18/500
2171/2175 [============================>.] - ETA: 0s - loss: 5.1951e-05 - mean_squared_error: 5.1951e-05
Epoch 00018: loss did not improve from 0.00005
2175/2175 [==============================] - 12s 6ms/step - loss: 5.2037e-05 - mean_squared_error: 5.2037e-05 - val_loss: 4.2978e-05 - val_mean_squared_error: 4.2978e-05
Epoch 19/500
2172/2175 [============================>.] - ETA: 0s - loss: 5.0599e-05 - mean_squared_error: 5.0599e-05
Epoch 00019: loss did not improve from 0.00005
2175/2175 [==============================] - 11s 5ms/step - loss: 5.0643e-05 - mean_squared_error: 5.0643e-05 - val_loss: 4.0755e-05 - val_mean_squared_error: 4.0755e-05
Epoch 20/500
2166/2175 [============================>.] - ETA: 0s - loss: 5.1253e-05 - mean_squared_error: 5.1253e-05
Epoch 00020: loss did not improve from 0.00005
2175/2175 [==============================] - 10s 5ms/step - loss: 5.1106e-05 - mean_squared_error: 5.1106e-05 - val_loss: 3.3666e-05 - val_mean_squared_error: 3.3666e-05
Epoch 00020: early stopping
Epoch 1/500
WARNING:tensorflow:Model was constructed with shape (None, 1, 1) for input Tensor("lstm_input:0", shape=(None, 1, 1), dtype=float32), but it was called on an input with incompatible shape (20, 12, 1).
985/990 [============================>.] - ETA: 0s - loss: 5.9717e-05 - mean_squared_error: 5.9717e-05
Epoch 00001: loss improved from inf to 0.00006, saving model to ./model_LSTM/2\01-0.0001.hdf5
990/990 [==============================] - 4s 4ms/step - loss: 6.0158e-05 - mean_squared_error: 6.0158e-05 - val_loss: 1.2060e-04 - val_mean_squared_error: 1.2060e-04
Epoch 2/500
989/990 [============================>.] - ETA: 0s - loss: 5.8668e-05 - mean_squared_error: 5.8668e-05
Epoch 00002: loss improved from 0.00006 to 0.00006, saving model to ./model_LSTM/2\02-0.0001.hdf5
990/990 [==============================] - 4s 4ms/step - loss: 5.8635e-05 - mean_squared_error: 5.8635e-05 - val_loss: 1.0521e-04 - val_mean_squared_error: 1.0521e-04
Epoch 3/500
988/990 [============================>.] - ETA: 0s - loss: 5.5445e-05 - mean_squared_error: 5.5445e-05
Epoch 00003: loss improved from 0.00006 to 0.00006, saving model to ./model_LSTM/2\03-0.0001.hdf5
990/990 [==============================] - 4s 4ms/step - loss: 5.5366e-05 - mean_squared_error: 5.5366e-05 - val_loss: 1.0795e-04 - val_mean_squared_error: 1.0795e-04
Epoch 4/500
979/990 [============================>.] - ETA: 0s - loss: 5.4159e-05 - mean_squared_error: 5.4159e-05
Epoch 00004: loss improved from 0.00006 to 0.00005, saving model to ./model_LSTM/2\04-0.0001.hdf5
990/990 [==============================] - 4s 4ms/step - loss: 5.3763e-05 - mean_squared_error: 5.3763e-05 - val_loss: 1.0155e-04 - val_mean_squared_error: 1.0155e-04
Epoch 5/500
980/990 [============================>.] - ETA: 0s - loss: 5.5232e-05 - mean_squared_error: 5.5232e-05
Epoch 00005: loss did not improve from 0.00005
990/990 [==============================] - 4s 4ms/step - loss: 5.4779e-05 - mean_squared_error: 5.4779e-05 - val_loss: 1.2425e-04 - val_mean_squared_error: 1.2425e-04
Epoch 6/500
983/990 [============================>.] - ETA: 0s - loss: 5.4133e-05 - mean_squared_error: 5.4133e-05
Epoch 00006: loss did not improve from 0.00005
990/990 [==============================] - 4s 4ms/step - loss: 5.3790e-05 - mean_squared_error: 5.3790e-05 - val_loss: 1.1519e-04 - val_mean_squared_error: 1.1519e-04
Epoch 7/500
981/990 [============================>.] - ETA: 0s - loss: 5.5378e-05 - mean_squared_error: 5.5378e-05
Epoch 00007: loss did not improve from 0.00005
990/990 [==============================] - 4s 4ms/step - loss: 5.4965e-05 - mean_squared_error: 5.4965e-05 - val_loss: 1.1288e-04 - val_mean_squared_error: 1.1288e-04
Epoch 8/500
978/990 [============================>.] - ETA: 0s - loss: 5.2613e-05 - mean_squared_error: 5.2613e-05
Epoch 00008: loss improved from 0.00005 to 0.00005, saving model to ./model_LSTM/2\08-0.0001.hdf5
990/990 [==============================] - 4s 4ms/step - loss: 5.2594e-05 - mean_squared_error: 5.2594e-05 - val_loss: 1.1824e-04 - val_mean_squared_error: 1.1824e-04
Epoch 9/500
976/990 [============================>.] - ETA: 0s - loss: 5.4044e-05 - mean_squared_error: 5.4044e-05
Epoch 00009: loss did not improve from 0.00005
990/990 [==============================] - 4s 4ms/step - loss: 5.4869e-05 - mean_squared_error: 5.4869e-05 - val_loss: 1.1738e-04 - val_mean_squared_error: 1.1738e-04
Epoch 10/500
983/990 [============================>.] - ETA: 0s - loss: 5.4583e-05 - mean_squared_error: 5.4583e-05
Epoch 00010: loss did not improve from 0.00005
990/990 [==============================] - 4s 4ms/step - loss: 5.4300e-05 - mean_squared_error: 5.4300e-05 - val_loss: 1.1403e-04 - val_mean_squared_error: 1.1403e-04
Epoch 11/500
978/990 [============================>.] - ETA: 0s - loss: 5.4231e-05 - mean_squared_error: 5.4231e-05
Epoch 00011: loss did not improve from 0.00005
990/990 [==============================] - 4s 4ms/step - loss: 5.3865e-05 - mean_squared_error: 5.3865e-05 - val_loss: 1.1518e-04 - val_mean_squared_error: 1.1518e-04
Epoch 12/500
982/990 [============================>.] - ETA: 0s - loss: 5.3693e-05 - mean_squared_error: 5.3693e-05
Epoch 00012: loss did not improve from 0.00005
990/990 [==============================] - 4s 4ms/step - loss: 5.3417e-05 - mean_squared_error: 5.3417e-05 - val_loss: 1.1124e-04 - val_mean_squared_error: 1.1124e-04
Epoch 13/500
978/990 [============================>.] - ETA: 0s - loss: 5.3465e-05 - mean_squared_error: 5.3465e-05
Epoch 00013: loss did not improve from 0.00005
990/990 [==============================] - 4s 4ms/step - loss: 5.3276e-05 - mean_squared_error: 5.3276e-05 - val_loss: 1.3695e-04 - val_mean_squared_error: 1.3695e-04
Epoch 00013: early stopping
Epoch 1/500
990/990 [==============================] - ETA: 0s - loss: 5.5183e-05 - mean_squared_error: 5.5183e-05
Epoch 00001: loss improved from inf to 0.00006, saving model to ./model_LSTM/3\01-0.0001.hdf5
990/990 [==============================] - 4s 4ms/step - loss: 5.5183e-05 - mean_squared_error: 5.5183e-05 - val_loss: 1.3070e-04 - val_mean_squared_error: 1.3070e-04
Epoch 2/500
984/990 [============================>.] - ETA: 0s - loss: 5.2013e-05 - mean_squared_error: 5.2013e-05
Epoch 00002: loss improved from 0.00006 to 0.00005, saving model to ./model_LSTM/3\02-0.0001.hdf5
990/990 [==============================] - 4s 4ms/step - loss: 5.1766e-05 - mean_squared_error: 5.1766e-05 - val_loss: 1.1028e-04 - val_mean_squared_error: 1.1028e-04
Epoch 3/500
989/990 [============================>.] - ETA: 0s - loss: 5.4990e-05 - mean_squared_error: 5.4990e-05
Epoch 00003: loss did not improve from 0.00005
990/990 [==============================] - 4s 4ms/step - loss: 5.4938e-05 - mean_squared_error: 5.4938e-05 - val_loss: 1.0658e-04 - val_mean_squared_error: 1.0658e-04
Epoch 4/500
988/990 [============================>.] - ETA: 0s - loss: 5.4063e-05 - mean_squared_error: 5.4063e-05
Epoch 00004: loss did not improve from 0.00005
990/990 [==============================] - 4s 4ms/step - loss: 5.4520e-05 - mean_squared_error: 5.4520e-05 - val_loss: 1.2241e-04 - val_mean_squared_error: 1.2241e-04
Epoch 5/500
988/990 [============================>.] - ETA: 0s - loss: 5.3576e-05 - mean_squared_error: 5.3576e-05
Epoch 00005: loss did not improve from 0.00005
990/990 [==============================] - 4s 4ms/step - loss: 5.3475e-05 - mean_squared_error: 5.3475e-05 - val_loss: 1.3220e-04 - val_mean_squared_error: 1.3220e-04
Epoch 6/500
986/990 [============================>.] - ETA: 0s - loss: 5.2838e-05 - mean_squared_error: 5.2838e-05
Epoch 00006: loss did not improve from 0.00005
990/990 [==============================] - 4s 4ms/step - loss: 5.2996e-05 - mean_squared_error: 5.2996e-05 - val_loss: 1.2282e-04 - val_mean_squared_error: 1.2282e-04
Epoch 7/500
987/990 [============================>.] - ETA: 0s - loss: 5.3834e-05 - mean_squared_error: 5.3834e-05
Epoch 00007: loss did not improve from 0.00005
990/990 [==============================] - 4s 4ms/step - loss: 5.3723e-05 - mean_squared_error: 5.3723e-05 - val_loss: 1.1090e-04 - val_mean_squared_error: 1.1090e-04
Epoch 00007: early stopping
Epoch 1/500
1639/1642 [============================>.] - ETA: 0s - loss: 0.0012 - mean_squared_error: 0.0012
Epoch 00001: loss improved from inf to 0.00122, saving model to ./model_LSTM/4\01-0.0007.hdf5
1642/1642 [==============================] - 9s 5ms/step - loss: 0.0012 - mean_squared_error: 0.0012 - val_loss: 6.6704e-04 - val_mean_squared_error: 6.6704e-04
Epoch 2/500
1635/1642 [============================>.] - ETA: 0s - loss: 9.6290e-04 - mean_squared_error: 9.6290e-04
Epoch 00002: loss improved from 0.00122 to 0.00096, saving model to ./model_LSTM/4\02-0.0006.hdf5
1642/1642 [==============================] - 9s 5ms/step - loss: 9.6049e-04 - mean_squared_error: 9.6049e-04 - val_loss: 6.2948e-04 - val_mean_squared_error: 6.2948e-04
Epoch 3/500
1641/1642 [============================>.] - ETA: 0s - loss: 9.1742e-04 - mean_squared_error: 9.1742e-04
Epoch 00003: loss improved from 0.00096 to 0.00092, saving model to ./model_LSTM/4\03-0.0007.hdf5
1642/1642 [==============================] - 9s 5ms/step - loss: 9.1708e-04 - mean_squared_error: 9.1708e-04 - val_loss: 6.9184e-04 - val_mean_squared_error: 6.9184e-04
Epoch 4/500
1642/1642 [==============================] - ETA: 0s - loss: 8.8950e-04 - mean_squared_error: 8.8950e-04
Epoch 00004: loss improved from 0.00092 to 0.00089, saving model to ./model_LSTM/4\04-0.0006.hdf5
1642/1642 [==============================] - 9s 5ms/step - loss: 8.8950e-04 - mean_squared_error: 8.8950e-04 - val_loss: 5.8701e-04 - val_mean_squared_error: 5.8701e-04
Epoch 5/500
1635/1642 [============================>.] - ETA: 0s - loss: 8.6639e-04 - mean_squared_error: 8.6639e-04
Epoch 00005: loss improved from 0.00089 to 0.00087, saving model to ./model_LSTM/4\05-0.0006.hdf5
1642/1642 [==============================] - 8s 5ms/step - loss: 8.6889e-04 - mean_squared_error: 8.6889e-04 - val_loss: 6.2047e-04 - val_mean_squared_error: 6.2047e-04
Epoch 6/500
1640/1642 [============================>.] - ETA: 0s - loss: 8.6306e-04 - mean_squared_error: 8.6306e-04
Epoch 00006: loss improved from 0.00087 to 0.00086, saving model to ./model_LSTM/4\06-0.0006.hdf5
1642/1642 [==============================] - 8s 5ms/step - loss: 8.6252e-04 - mean_squared_error: 8.6252e-04 - val_loss: 5.5400e-04 - val_mean_squared_error: 5.5400e-04
Epoch 7/500
1642/1642 [==============================] - ETA: 0s - loss: 8.5191e-04 - mean_squared_error: 8.5191e-04
Epoch 00007: loss improved from 0.00086 to 0.00085, saving model to ./model_LSTM/4\07-0.0006.hdf5
1642/1642 [==============================] - 8s 5ms/step - loss: 8.5191e-04 - mean_squared_error: 8.5191e-04 - val_loss: 5.5763e-04 - val_mean_squared_error: 5.5763e-04
Epoch 8/500
1639/1642 [============================>.] - ETA: 0s - loss: 8.3908e-04 - mean_squared_error: 8.3908e-04
Epoch 00008: loss improved from 0.00085 to 0.00084, saving model to ./model_LSTM/4\08-0.0005.hdf5
1642/1642 [==============================] - 7s 4ms/step - loss: 8.3792e-04 - mean_squared_error: 8.3792e-04 - val_loss: 5.0956e-04 - val_mean_squared_error: 5.0956e-04
Epoch 9/500
1633/1642 [============================>.] - ETA: 0s - loss: 8.3616e-04 - mean_squared_error: 8.3616e-04
Epoch 00009: loss improved from 0.00084 to 0.00083, saving model to ./model_LSTM/4\09-0.0005.hdf5
1642/1642 [==============================] - 7s 4ms/step - loss: 8.3411e-04 - mean_squared_error: 8.3411e-04 - val_loss: 5.4382e-04 - val_mean_squared_error: 5.4382e-04
Epoch 10/500
1637/1642 [============================>.] - ETA: 0s - loss: 8.2707e-04 - mean_squared_error: 8.2707e-04
Epoch 00010: loss improved from 0.00083 to 0.00083, saving model to ./model_LSTM/4\10-0.0005.hdf5
1642/1642 [==============================] - 8s 5ms/step - loss: 8.2623e-04 - mean_squared_error: 8.2623e-04 - val_loss: 5.1978e-04 - val_mean_squared_error: 5.1978e-04
Epoch 11/500
1641/1642 [============================>.] - ETA: 0s - loss: 8.1787e-04 - mean_squared_error: 8.1787e-04
Epoch 00011: loss improved from 0.00083 to 0.00082, saving model to ./model_LSTM/4\11-0.0005.hdf5
1642/1642 [==============================] - 7s 5ms/step - loss: 8.1753e-04 - mean_squared_error: 8.1753e-04 - val_loss: 4.9541e-04 - val_mean_squared_error: 4.9541e-04
Epoch 12/500
1632/1642 [============================>.] - ETA: 0s - loss: 8.1584e-04 - mean_squared_error: 8.1584e-04
Epoch 00012: loss improved from 0.00082 to 0.00082, saving model to ./model_LSTM/4\12-0.0005.hdf5
1642/1642 [==============================] - 8s 5ms/step - loss: 8.1577e-04 - mean_squared_error: 8.1577e-04 - val_loss: 5.2561e-04 - val_mean_squared_error: 5.2561e-04
Epoch 13/500
1630/1642 [============================>.] - ETA: 0s - loss: 8.1707e-04 - mean_squared_error: 8.1707e-04
Epoch 00013: loss improved from 0.00082 to 0.00081, saving model to ./model_LSTM/4\13-0.0006.hdf5
1642/1642 [==============================] - 8s 5ms/step - loss: 8.1479e-04 - mean_squared_error: 8.1479e-04 - val_loss: 5.5553e-04 - val_mean_squared_error: 5.5553e-04
Epoch 14/500
1631/1642 [============================>.] - ETA: 0s - loss: 8.1074e-04 - mean_squared_error: 8.1074e-04
Epoch 00014: loss improved from 0.00081 to 0.00081, saving model to ./model_LSTM/4\14-0.0005.hdf5
1642/1642 [==============================] - 8s 5ms/step - loss: 8.1082e-04 - mean_squared_error: 8.1082e-04 - val_loss: 4.7945e-04 - val_mean_squared_error: 4.7945e-04
Epoch 15/500
1631/1642 [============================>.] - ETA: 0s - loss: 8.0911e-04 - mean_squared_error: 8.0911e-04
Epoch 00015: loss improved from 0.00081 to 0.00081, saving model to ./model_LSTM/4\15-0.0005.hdf5
1642/1642 [==============================] - 8s 5ms/step - loss: 8.0876e-04 - mean_squared_error: 8.0876e-04 - val_loss: 5.1599e-04 - val_mean_squared_error: 5.1599e-04
Epoch 16/500
1637/1642 [============================>.] - ETA: 0s - loss: 7.9868e-04 - mean_squared_error: 7.9868e-04
Epoch 00016: loss improved from 0.00081 to 0.00080, saving model to ./model_LSTM/4\16-0.0005.hdf5
1642/1642 [==============================] - 8s 5ms/step - loss: 7.9743e-04 - mean_squared_error: 7.9743e-04 - val_loss: 4.5836e-04 - val_mean_squared_error: 4.5836e-04
Epoch 17/500
1638/1642 [============================>.] - ETA: 0s - loss: 7.9522e-04 - mean_squared_error: 7.9522e-04
Epoch 00017: loss improved from 0.00080 to 0.00079, saving model to ./model_LSTM/4\17-0.0005.hdf5
1642/1642 [==============================] - 8s 5ms/step - loss: 7.9434e-04 - mean_squared_error: 7.9434e-04 - val_loss: 4.7820e-04 - val_mean_squared_error: 4.7820e-04
Epoch 18/500
1636/1642 [============================>.] - ETA: 0s - loss: 7.9087e-04 - mean_squared_error: 7.9087e-04
Epoch 00018: loss improved from 0.00079 to 0.00079, saving model to ./model_LSTM/4\18-0.0005.hdf5
1642/1642 [==============================] - 9s 5ms/step - loss: 7.9410e-04 - mean_squared_error: 7.9410e-04 - val_loss: 5.3786e-04 - val_mean_squared_error: 5.3786e-04
Epoch 19/500
1632/1642 [============================>.] - ETA: 0s - loss: 7.9028e-04 - mean_squared_error: 7.9028e-04
Epoch 00019: loss improved from 0.00079 to 0.00079, saving model to ./model_LSTM/4\19-0.0005.hdf5
1642/1642 [==============================] - 9s 6ms/step - loss: 7.9170e-04 - mean_squared_error: 7.9170e-04 - val_loss: 4.9643e-04 - val_mean_squared_error: 4.9643e-04
Epoch 20/500
1634/1642 [============================>.] - ETA: 0s - loss: 7.8535e-04 - mean_squared_error: 7.8535e-04
Epoch 00020: loss improved from 0.00079 to 0.00079, saving model to ./model_LSTM/4\20-0.0005.hdf5
1642/1642 [==============================] - 9s 6ms/step - loss: 7.8667e-04 - mean_squared_error: 7.8667e-04 - val_loss: 5.3100e-04 - val_mean_squared_error: 5.3100e-04
Epoch 21/500
1640/1642 [============================>.] - ETA: 0s - loss: 7.7962e-04 - mean_squared_error: 7.7962e-04
Epoch 00021: loss improved from 0.00079 to 0.00078, saving model to ./model_LSTM/4\21-0.0006.hdf5
1642/1642 [==============================] - 9s 5ms/step - loss: 7.8107e-04 - mean_squared_error: 7.8107e-04 - val_loss: 5.5496e-04 - val_mean_squared_error: 5.5496e-04
Epoch 22/500
1639/1642 [============================>.] - ETA: 0s - loss: 7.7898e-04 - mean_squared_error: 7.7898e-04
Epoch 00022: loss improved from 0.00078 to 0.00078, saving model to ./model_LSTM/4\22-0.0007.hdf5
1642/1642 [==============================] - 8s 5ms/step - loss: 7.7975e-04 - mean_squared_error: 7.7975e-04 - val_loss: 6.8289e-04 - val_mean_squared_error: 6.8289e-04
Epoch 23/500
1635/1642 [============================>.] - ETA: 0s - loss: 7.8059e-04 - mean_squared_error: 7.8059e-04
Epoch 00023: loss improved from 0.00078 to 0.00078, saving model to ./model_LSTM/4\23-0.0005.hdf5
1642/1642 [==============================] - 8s 5ms/step - loss: 7.7929e-04 - mean_squared_error: 7.7929e-04 - val_loss: 4.6912e-04 - val_mean_squared_error: 4.6912e-04
Epoch 24/500
1642/1642 [==============================] - ETA: 0s - loss: 7.7721e-04 - mean_squared_error: 7.7721e-04
Epoch 00024: loss improved from 0.00078 to 0.00078, saving model to ./model_LSTM/4\24-0.0005.hdf5
1642/1642 [==============================] - 7s 5ms/step - loss: 7.7721e-04 - mean_squared_error: 7.7721e-04 - val_loss: 4.6212e-04 - val_mean_squared_error: 4.6212e-04
Epoch 25/500
1639/1642 [============================>.] - ETA: 0s - loss: 7.7684e-04 - mean_squared_error: 7.7684e-04
Epoch 00025: loss improved from 0.00078 to 0.00078, saving model to ./model_LSTM/4\25-0.0005.hdf5
1642/1642 [==============================] - 7s 4ms/step - loss: 7.7660e-04 - mean_squared_error: 7.7660e-04 - val_loss: 4.9853e-04 - val_mean_squared_error: 4.9853e-04
Epoch 26/500
1634/1642 [============================>.] - ETA: 0s - loss: 7.6392e-04 - mean_squared_error: 7.6392e-04
Epoch 00026: loss improved from 0.00078 to 0.00077, saving model to ./model_LSTM/4\26-0.0005.hdf5
1642/1642 [==============================] - 7s 5ms/step - loss: 7.6741e-04 - mean_squared_error: 7.6741e-04 - val_loss: 4.7204e-04 - val_mean_squared_error: 4.7204e-04
Epoch 27/500
1637/1642 [============================>.] - ETA: 0s - loss: 7.6749e-04 - mean_squared_error: 7.6749e-04
Epoch 00027: loss did not improve from 0.00077
1642/1642 [==============================] - 8s 5ms/step - loss: 7.6921e-04 - mean_squared_error: 7.6921e-04 - val_loss: 8.3936e-04 - val_mean_squared_error: 8.3936e-04
Epoch 28/500
1631/1642 [============================>.] - ETA: 0s - loss: 7.6452e-04 - mean_squared_error: 7.6452e-04
Epoch 00028: loss improved from 0.00077 to 0.00077, saving model to ./model_LSTM/4\28-0.0006.hdf5
1642/1642 [==============================] - 8s 5ms/step - loss: 7.6658e-04 - mean_squared_error: 7.6658e-04 - val_loss: 6.0308e-04 - val_mean_squared_error: 6.0308e-04
Epoch 29/500
1638/1642 [============================>.] - ETA: 0s - loss: 7.6538e-04 - mean_squared_error: 7.6538e-04
Epoch 00029: loss improved from 0.00077 to 0.00077, saving model to ./model_LSTM/4\29-0.0004.hdf5
1642/1642 [==============================] - 8s 5ms/step - loss: 7.6515e-04 - mean_squared_error: 7.6515e-04 - val_loss: 4.3104e-04 - val_mean_squared_error: 4.3104e-04
Epoch 30/500
1632/1642 [============================>.] - ETA: 0s - loss: 7.6527e-04 - mean_squared_error: 7.6527e-04
Epoch 00030: loss did not improve from 0.00077
1642/1642 [==============================] - 8s 5ms/step - loss: 7.6725e-04 - mean_squared_error: 7.6725e-04 - val_loss: 4.4331e-04 - val_mean_squared_error: 4.4331e-04
Epoch 31/500
1637/1642 [============================>.] - ETA: 0s - loss: 7.5913e-04 - mean_squared_error: 7.5913e-04
Epoch 00031: loss improved from 0.00077 to 0.00076, saving model to ./model_LSTM/4\31-0.0004.hdf5
1642/1642 [==============================] - 8s 5ms/step - loss: 7.6009e-04 - mean_squared_error: 7.6009e-04 - val_loss: 4.3066e-04 - val_mean_squared_error: 4.3066e-04
Epoch 32/500
1642/1642 [==============================] - ETA: 0s - loss: 7.5875e-04 - mean_squared_error: 7.5875e-04
Epoch 00032: loss improved from 0.00076 to 0.00076, saving model to ./model_LSTM/4\32-0.0005.hdf5
1642/1642 [==============================] - 8s 5ms/step - loss: 7.5875e-04 - mean_squared_error: 7.5875e-04 - val_loss: 4.8203e-04 - val_mean_squared_error: 4.8203e-04
Epoch 33/500
1642/1642 [==============================] - ETA: 0s - loss: 7.6624e-04 - mean_squared_error: 7.6624e-04
Epoch 00033: loss did not improve from 0.00076
1642/1642 [==============================] - 8s 5ms/step - loss: 7.6624e-04 - mean_squared_error: 7.6624e-04 - val_loss: 4.6102e-04 - val_mean_squared_error: 4.6102e-04
Epoch 34/500
1641/1642 [============================>.] - ETA: 0s - loss: 7.5379e-04 - mean_squared_error: 7.5379e-04
Epoch 00034: loss improved from 0.00076 to 0.00075, saving model to ./model_LSTM/4\34-0.0005.hdf5
1642/1642 [==============================] - 9s 5ms/step - loss: 7.5376e-04 - mean_squared_error: 7.5376e-04 - val_loss: 5.1913e-04 - val_mean_squared_error: 5.1913e-04
Epoch 35/500
1635/1642 [============================>.] - ETA: 0s - loss: 7.5192e-04 - mean_squared_error: 7.5192e-04
Epoch 00035: loss improved from 0.00075 to 0.00075, saving model to ./model_LSTM/4\35-0.0004.hdf5
1642/1642 [==============================] - 9s 6ms/step - loss: 7.5161e-04 - mean_squared_error: 7.5161e-04 - val_loss: 4.4543e-04 - val_mean_squared_error: 4.4543e-04
Epoch 36/500
1641/1642 [============================>.] - ETA: 0s - loss: 7.5103e-04 - mean_squared_error: 7.5103e-04
Epoch 00036: loss improved from 0.00075 to 0.00075, saving model to ./model_LSTM/4\36-0.0004.hdf5
1642/1642 [==============================] - 9s 6ms/step - loss: 7.5095e-04 - mean_squared_error: 7.5095e-04 - val_loss: 4.4985e-04 - val_mean_squared_error: 4.4985e-04
Epoch 37/500
1642/1642 [==============================] - ETA: 0s - loss: 7.4877e-04 - mean_squared_error: 7.4877e-04
Epoch 00037: loss improved from 0.00075 to 0.00075, saving model to ./model_LSTM/4\37-0.0004.hdf5
1642/1642 [==============================] - 9s 5ms/step - loss: 7.4877e-04 - mean_squared_error: 7.4877e-04 - val_loss: 4.0935e-04 - val_mean_squared_error: 4.0935e-04
Epoch 38/500
1638/1642 [============================>.] - ETA: 0s - loss: 7.5054e-04 - mean_squared_error: 7.5054e-04
Epoch 00038: loss did not improve from 0.00075
1642/1642 [==============================] - 10s 6ms/step - loss: 7.5023e-04 - mean_squared_error: 7.5023e-04 - val_loss: 4.3679e-04 - val_mean_squared_error: 4.3679e-04
Epoch 39/500
1633/1642 [============================>.] - ETA: 0s - loss: 7.5071e-04 - mean_squared_error: 7.5071e-04
Epoch 00039: loss did not improve from 0.00075
1642/1642 [==============================] - 8s 5ms/step - loss: 7.5060e-04 - mean_squared_error: 7.5060e-04 - val_loss: 6.2914e-04 - val_mean_squared_error: 6.2914e-04
Epoch 40/500
1642/1642 [==============================] - ETA: 0s - loss: 7.4920e-04 - mean_squared_error: 7.4920e-04
Epoch 00040: loss did not improve from 0.00075
1642/1642 [==============================] - 7s 5ms/step - loss: 7.4920e-04 - mean_squared_error: 7.4920e-04 - val_loss: 5.1164e-04 - val_mean_squared_error: 5.1164e-04
Epoch 41/500
1636/1642 [============================>.] - ETA: 0s - loss: 7.5010e-04 - mean_squared_error: 7.5010e-04
Epoch 00041: loss improved from 0.00075 to 0.00075, saving model to ./model_LSTM/4\41-0.0004.hdf5
1642/1642 [==============================] - 7s 4ms/step - loss: 7.4861e-04 - mean_squared_error: 7.4861e-04 - val_loss: 4.2481e-04 - val_mean_squared_error: 4.2481e-04
Epoch 42/500
1636/1642 [============================>.] - ETA: 0s - loss: 7.4484e-04 - mean_squared_error: 7.4484e-04
Epoch 00042: loss improved from 0.00075 to 0.00074, saving model to ./model_LSTM/4\42-0.0004.hdf5
1642/1642 [==============================] - 8s 5ms/step - loss: 7.4433e-04 - mean_squared_error: 7.4433e-04 - val_loss: 4.2902e-04 - val_mean_squared_error: 4.2902e-04
Epoch 43/500
1633/1642 [============================>.] - ETA: 0s - loss: 7.3762e-04 - mean_squared_error: 7.3762e-04
Epoch 00043: loss improved from 0.00074 to 0.00074, saving model to ./model_LSTM/4\43-0.0005.hdf5
1642/1642 [==============================] - 8s 5ms/step - loss: 7.3642e-04 - mean_squared_error: 7.3642e-04 - val_loss: 5.2670e-04 - val_mean_squared_error: 5.2670e-04
Epoch 44/500
1634/1642 [============================>.] - ETA: 0s - loss: 7.3628e-04 - mean_squared_error: 7.3628e-04
Epoch 00044: loss did not improve from 0.00074
1642/1642 [==============================] - 8s 5ms/step - loss: 7.3681e-04 - mean_squared_error: 7.3681e-04 - val_loss: 5.0528e-04 - val_mean_squared_error: 5.0528e-04
Epoch 45/500
1638/1642 [============================>.] - ETA: 0s - loss: 7.4274e-04 - mean_squared_error: 7.4274e-04
Epoch 00045: loss did not improve from 0.00074
1642/1642 [==============================] - 8s 5ms/step - loss: 7.4237e-04 - mean_squared_error: 7.4237e-04 - val_loss: 4.5708e-04 - val_mean_squared_error: 4.5708e-04
Epoch 46/500
1640/1642 [============================>.] - ETA: 0s - loss: 7.4223e-04 - mean_squared_error: 7.4223e-04
Epoch 00046: loss did not improve from 0.00074
1642/1642 [==============================] - 8s 5ms/step - loss: 7.4177e-04 - mean_squared_error: 7.4177e-04 - val_loss: 4.6917e-04 - val_mean_squared_error: 4.6917e-04
Epoch 47/500
1635/1642 [============================>.] - ETA: 0s - loss: 7.3806e-04 - mean_squared_error: 7.3806e-04
Epoch 00047: loss improved from 0.00074 to 0.00074, saving model to ./model_LSTM/4\47-0.0005.hdf5
1642/1642 [==============================] - 8s 5ms/step - loss: 7.3635e-04 - mean_squared_error: 7.3635e-04 - val_loss: 4.5734e-04 - val_mean_squared_error: 4.5734e-04
Epoch 48/500
1637/1642 [============================>.] - ETA: 0s - loss: 7.4273e-04 - mean_squared_error: 7.4273e-04
Epoch 00048: loss did not improve from 0.00074
1642/1642 [==============================] - 8s 5ms/step - loss: 7.4226e-04 - mean_squared_error: 7.4226e-04 - val_loss: 4.6621e-04 - val_mean_squared_error: 4.6621e-04
Epoch 49/500
1642/1642 [==============================] - ETA: 0s - loss: 7.3417e-04 - mean_squared_error: 7.3417e-04
Epoch 00049: loss improved from 0.00074 to 0.00073, saving model to ./model_LSTM/4\49-0.0006.hdf5
1642/1642 [==============================] - 9s 5ms/step - loss: 7.3417e-04 - mean_squared_error: 7.3417e-04 - val_loss: 5.6784e-04 - val_mean_squared_error: 5.6784e-04
Epoch 50/500
1637/1642 [============================>.] - ETA: 0s - loss: 7.3138e-04 - mean_squared_error: 7.3138e-04
Epoch 00050: loss improved from 0.00073 to 0.00073, saving model to ./model_LSTM/4\50-0.0005.hdf5
1642/1642 [==============================] - 9s 5ms/step - loss: 7.3166e-04 - mean_squared_error: 7.3166e-04 - val_loss: 4.9314e-04 - val_mean_squared_error: 4.9314e-04
Epoch 51/500
1642/1642 [==============================] - ETA: 0s - loss: 7.3196e-04 - mean_squared_error: 7.3196e-04
Epoch 00051: loss did not improve from 0.00073
1642/1642 [==============================] - 9s 5ms/step - loss: 7.3196e-04 - mean_squared_error: 7.3196e-04 - val_loss: 4.4843e-04 - val_mean_squared_error: 4.4843e-04
Epoch 52/500
1637/1642 [============================>.] - ETA: 0s - loss: 7.3247e-04 - mean_squared_error: 7.3247e-04
Epoch 00052: loss did not improve from 0.00073
1642/1642 [==============================] - 9s 6ms/step - loss: 7.3399e-04 - mean_squared_error: 7.3399e-04 - val_loss: 4.1578e-04 - val_mean_squared_error: 4.1578e-04
Epoch 53/500
1637/1642 [============================>.] - ETA: 0s - loss: 7.2745e-04 - mean_squared_error: 7.2745e-04
Epoch 00053: loss improved from 0.00073 to 0.00073, saving model to ./model_LSTM/4\53-0.0005.hdf5
1642/1642 [==============================] - 9s 5ms/step - loss: 7.2708e-04 - mean_squared_error: 7.2708e-04 - val_loss: 5.0293e-04 - val_mean_squared_error: 5.0293e-04
Epoch 54/500
1640/1642 [============================>.] - ETA: 0s - loss: 7.2738e-04 - mean_squared_error: 7.2738e-04
Epoch 00054: loss did not improve from 0.00073
1642/1642 [==============================] - 8s 5ms/step - loss: 7.2722e-04 - mean_squared_error: 7.2722e-04 - val_loss: 4.1360e-04 - val_mean_squared_error: 4.1360e-04
Epoch 55/500
1640/1642 [============================>.] - ETA: 0s - loss: 7.2305e-04 - mean_squared_error: 7.2305e-04
Epoch 00055: loss improved from 0.00073 to 0.00072, saving model to ./model_LSTM/4\55-0.0004.hdf5
1642/1642 [==============================] - 8s 5ms/step - loss: 7.2289e-04 - mean_squared_error: 7.2289e-04 - val_loss: 4.3848e-04 - val_mean_squared_error: 4.3848e-04
Epoch 56/500
1642/1642 [==============================] - ETA: 0s - loss: 7.2294e-04 - mean_squared_error: 7.2294e-04
Epoch 00056: loss did not improve from 0.00072
1642/1642 [==============================] - 8s 5ms/step - loss: 7.2294e-04 - mean_squared_error: 7.2294e-04 - val_loss: 5.0546e-04 - val_mean_squared_error: 5.0546e-04
Epoch 57/500
1633/1642 [============================>.] - ETA: 0s - loss: 7.2615e-04 - mean_squared_error: 7.2615e-04
Epoch 00057: loss did not improve from 0.00072
1642/1642 [==============================] - 7s 5ms/step - loss: 7.2451e-04 - mean_squared_error: 7.2451e-04 - val_loss: 4.5254e-04 - val_mean_squared_error: 4.5254e-04
Epoch 58/500
1641/1642 [============================>.] - ETA: 0s - loss: 7.1609e-04 - mean_squared_error: 7.1609e-04
Epoch 00058: loss improved from 0.00072 to 0.00072, saving model to ./model_LSTM/4\58-0.0004.hdf5
1642/1642 [==============================] - 7s 5ms/step - loss: 7.1607e-04 - mean_squared_error: 7.1607e-04 - val_loss: 4.3228e-04 - val_mean_squared_error: 4.3228e-04
Epoch 59/500
1630/1642 [============================>.] - ETA: 0s - loss: 7.2061e-04 - mean_squared_error: 7.2061e-04
Epoch 00059: loss did not improve from 0.00072
1642/1642 [==============================] - 8s 5ms/step - loss: 7.1950e-04 - mean_squared_error: 7.1950e-04 - val_loss: 4.2977e-04 - val_mean_squared_error: 4.2977e-04
Epoch 60/500
1636/1642 [============================>.] - ETA: 0s - loss: 7.1642e-04 - mean_squared_error: 7.1642e-04
Epoch 00060: loss improved from 0.00072 to 0.00072, saving model to ./model_LSTM/4\60-0.0005.hdf5
1642/1642 [==============================] - 8s 5ms/step - loss: 7.1536e-04 - mean_squared_error: 7.1536e-04 - val_loss: 4.5300e-04 - val_mean_squared_error: 4.5300e-04
Epoch 61/500
1632/1642 [============================>.] - ETA: 0s - loss: 7.1639e-04 - mean_squared_error: 7.1639e-04
Epoch 00061: loss improved from 0.00072 to 0.00071, saving model to ./model_LSTM/4\61-0.0005.hdf5
1642/1642 [==============================] - 8s 5ms/step - loss: 7.1429e-04 - mean_squared_error: 7.1429e-04 - val_loss: 4.6867e-04 - val_mean_squared_error: 4.6867e-04
Epoch 62/500
1641/1642 [============================>.] - ETA: 0s - loss: 7.0970e-04 - mean_squared_error: 7.0970e-04
Epoch 00062: loss improved from 0.00071 to 0.00071, saving model to ./model_LSTM/4\62-0.0005.hdf5
1642/1642 [==============================] - 8s 5ms/step - loss: 7.0955e-04 - mean_squared_error: 7.0955e-04 - val_loss: 4.5059e-04 - val_mean_squared_error: 4.5059e-04
Epoch 63/500
1636/1642 [============================>.] - ETA: 0s - loss: 7.0482e-04 - mean_squared_error: 7.0482e-04
Epoch 00063: loss improved from 0.00071 to 0.00071, saving model to ./model_LSTM/4\63-0.0004.hdf5
1642/1642 [==============================] - 8s 5ms/step - loss: 7.0713e-04 - mean_squared_error: 7.0713e-04 - val_loss: 4.2389e-04 - val_mean_squared_error: 4.2389e-04
Epoch 64/500
1638/1642 [============================>.] - ETA: 0s - loss: 7.0693e-04 - mean_squared_error: 7.0693e-04
Epoch 00064: loss did not improve from 0.00071
1642/1642 [==============================] - 8s 5ms/step - loss: 7.0952e-04 - mean_squared_error: 7.0952e-04 - val_loss: 4.5669e-04 - val_mean_squared_error: 4.5669e-04
Epoch 65/500
1637/1642 [============================>.] - ETA: 0s - loss: 7.0736e-04 - mean_squared_error: 7.0736e-04
Epoch 00065: loss did not improve from 0.00071
1642/1642 [==============================] - 8s 5ms/step - loss: 7.0841e-04 - mean_squared_error: 7.0841e-04 - val_loss: 4.9355e-04 - val_mean_squared_error: 4.9355e-04
Epoch 66/500
1634/1642 [============================>.] - ETA: 0s - loss: 7.0537e-04 - mean_squared_error: 7.0537e-04
Epoch 00066: loss improved from 0.00071 to 0.00071, saving model to ./model_LSTM/4\66-0.0005.hdf5
1642/1642 [==============================] - 9s 5ms/step - loss: 7.0626e-04 - mean_squared_error: 7.0626e-04 - val_loss: 4.8696e-04 - val_mean_squared_error: 4.8696e-04
Epoch 67/500
1633/1642 [============================>.] - ETA: 0s - loss: 7.0720e-04 - mean_squared_error: 7.0720e-04
Epoch 00067: loss did not improve from 0.00071
1642/1642 [==============================] - 9s 5ms/step - loss: 7.0725e-04 - mean_squared_error: 7.0725e-04 - val_loss: 4.5719e-04 - val_mean_squared_error: 4.5719e-04
Epoch 68/500
1641/1642 [============================>.] - ETA: 0s - loss: 7.0111e-04 - mean_squared_error: 7.0111e-04
Epoch 00068: loss improved from 0.00071 to 0.00070, saving model to ./model_LSTM/4\68-0.0004.hdf5
1642/1642 [==============================] - 9s 6ms/step - loss: 7.0145e-04 - mean_squared_error: 7.0145e-04 - val_loss: 4.3174e-04 - val_mean_squared_error: 4.3174e-04
Epoch 69/500
1635/1642 [============================>.] - ETA: 0s - loss: 6.9401e-04 - mean_squared_error: 6.9401e-04
Epoch 00069: loss improved from 0.00070 to 0.00070, saving model to ./model_LSTM/4\69-0.0005.hdf5
1642/1642 [==============================] - 9s 6ms/step - loss: 6.9570e-04 - mean_squared_error: 6.9570e-04 - val_loss: 4.6804e-04 - val_mean_squared_error: 4.6804e-04
Epoch 70/500
1634/1642 [============================>.] - ETA: 0s - loss: 7.0519e-04 - mean_squared_error: 7.0519e-04
Epoch 00070: loss did not improve from 0.00070
1642/1642 [==============================] - 9s 5ms/step - loss: 7.0266e-04 - mean_squared_error: 7.0266e-04 - val_loss: 5.1835e-04 - val_mean_squared_error: 5.1835e-04
Epoch 71/500
1641/1642 [============================>.] - ETA: 0s - loss: 6.9863e-04 - mean_squared_error: 6.9863e-04
Epoch 00071: loss did not improve from 0.00070
1642/1642 [==============================] - 8s 5ms/step - loss: 6.9839e-04 - mean_squared_error: 6.9839e-04 - val_loss: 4.3707e-04 - val_mean_squared_error: 4.3707e-04
Epoch 72/500
1640/1642 [============================>.] - ETA: 0s - loss: 6.9739e-04 - mean_squared_error: 6.9739e-04
Epoch 00072: loss did not improve from 0.00070
1642/1642 [==============================] - 8s 5ms/step - loss: 6.9732e-04 - mean_squared_error: 6.9732e-04 - val_loss: 4.4105e-04 - val_mean_squared_error: 4.4105e-04
Epoch 73/500
1636/1642 [============================>.] - ETA: 0s - loss: 7.0287e-04 - mean_squared_error: 7.0287e-04
Epoch 00073: loss did not improve from 0.00070
1642/1642 [==============================] - 8s 5ms/step - loss: 7.0090e-04 - mean_squared_error: 7.0090e-04 - val_loss: 4.2744e-04 - val_mean_squared_error: 4.2744e-04
Epoch 74/500
1631/1642 [============================>.] - ETA: 0s - loss: 6.9419e-04 - mean_squared_error: 6.9419e-04
Epoch 00074: loss improved from 0.00070 to 0.00069, saving model to ./model_LSTM/4\74-0.0004.hdf5
1642/1642 [==============================] - 7s 4ms/step - loss: 6.9407e-04 - mean_squared_error: 6.9407e-04 - val_loss: 4.2921e-04 - val_mean_squared_error: 4.2921e-04
Epoch 75/500
1641/1642 [============================>.] - ETA: 0s - loss: 6.9548e-04 - mean_squared_error: 6.9548e-04
Epoch 00075: loss did not improve from 0.00069
1642/1642 [==============================] - 7s 5ms/step - loss: 6.9518e-04 - mean_squared_error: 6.9518e-04 - val_loss: 4.5080e-04 - val_mean_squared_error: 4.5080e-04
Epoch 76/500
1632/1642 [============================>.] - ETA: 0s - loss: 6.9337e-04 - mean_squared_error: 6.9337e-04
Epoch 00076: loss improved from 0.00069 to 0.00069, saving model to ./model_LSTM/4\76-0.0004.hdf5
1642/1642 [==============================] - 8s 5ms/step - loss: 6.9304e-04 - mean_squared_error: 6.9304e-04 - val_loss: 4.4527e-04 - val_mean_squared_error: 4.4527e-04
Epoch 77/500
1642/1642 [==============================] - ETA: 0s - loss: 6.9448e-04 - mean_squared_error: 6.9448e-04
Epoch 00077: loss did not improve from 0.00069
1642/1642 [==============================] - 8s 5ms/step - loss: 6.9448e-04 - mean_squared_error: 6.9448e-04 - val_loss: 4.5542e-04 - val_mean_squared_error: 4.5542e-04
Epoch 78/500
1637/1642 [============================>.] - ETA: 0s - loss: 6.9014e-04 - mean_squared_error: 6.9014e-04
Epoch 00078: loss improved from 0.00069 to 0.00069, saving model to ./model_LSTM/4\78-0.0004.hdf5
1642/1642 [==============================] - 8s 5ms/step - loss: 6.9037e-04 - mean_squared_error: 6.9037e-04 - val_loss: 4.3746e-04 - val_mean_squared_error: 4.3746e-04
Epoch 79/500
1638/1642 [============================>.] - ETA: 0s - loss: 6.8885e-04 - mean_squared_error: 6.8885e-04
Epoch 00079: loss improved from 0.00069 to 0.00069, saving model to ./model_LSTM/4\79-0.0004.hdf5
1642/1642 [==============================] - 8s 5ms/step - loss: 6.8945e-04 - mean_squared_error: 6.8945e-04 - val_loss: 4.3694e-04 - val_mean_squared_error: 4.3694e-04
Epoch 80/500
1633/1642 [============================>.] - ETA: 0s - loss: 6.9306e-04 - mean_squared_error: 6.9306e-04
Epoch 00080: loss did not improve from 0.00069
1642/1642 [==============================] - 8s 5ms/step - loss: 6.9224e-04 - mean_squared_error: 6.9224e-04 - val_loss: 4.6112e-04 - val_mean_squared_error: 4.6112e-04
Epoch 81/500
1638/1642 [============================>.] - ETA: 0s - loss: 6.9163e-04 - mean_squared_error: 6.9163e-04
Epoch 00081: loss did not improve from 0.00069
1642/1642 [==============================] - 8s 5ms/step - loss: 6.9205e-04 - mean_squared_error: 6.9205e-04 - val_loss: 5.0260e-04 - val_mean_squared_error: 5.0260e-04
Epoch 82/500
1638/1642 [============================>.] - ETA: 0s - loss: 6.8592e-04 - mean_squared_error: 6.8592e-04
Epoch 00082: loss improved from 0.00069 to 0.00069, saving model to ./model_LSTM/4\82-0.0004.hdf5
1642/1642 [==============================] - 8s 5ms/step - loss: 6.8815e-04 - mean_squared_error: 6.8815e-04 - val_loss: 4.2565e-04 - val_mean_squared_error: 4.2565e-04
Epoch 83/500
1640/1642 [============================>.] - ETA: 0s - loss: 6.8801e-04 - mean_squared_error: 6.8801e-04
Epoch 00083: loss improved from 0.00069 to 0.00069, saving model to ./model_LSTM/4\83-0.0004.hdf5
1642/1642 [==============================] - 9s 5ms/step - loss: 6.8748e-04 - mean_squared_error: 6.8748e-04 - val_loss: 4.4167e-04 - val_mean_squared_error: 4.4167e-04
Epoch 84/500
1642/1642 [==============================] - ETA: 0s - loss: 6.8269e-04 - mean_squared_error: 6.8269e-04
Epoch 00084: loss improved from 0.00069 to 0.00068, saving model to ./model_LSTM/4\84-0.0005.hdf5
1642/1642 [==============================] - 9s 5ms/step - loss: 6.8269e-04 - mean_squared_error: 6.8269e-04 - val_loss: 4.7089e-04 - val_mean_squared_error: 4.7089e-04
Epoch 85/500
1633/1642 [============================>.] - ETA: 0s - loss: 6.8583e-04 - mean_squared_error: 6.8583e-04
Epoch 00085: loss did not improve from 0.00068
1642/1642 [==============================] - 9s 6ms/step - loss: 6.8362e-04 - mean_squared_error: 6.8362e-04 - val_loss: 4.8527e-04 - val_mean_squared_error: 4.8527e-04
Epoch 86/500
1638/1642 [============================>.] - ETA: 0s - loss: 6.8544e-04 - mean_squared_error: 6.8544e-04
Epoch 00086: loss did not improve from 0.00068
1642/1642 [==============================] - 9s 6ms/step - loss: 6.8570e-04 - mean_squared_error: 6.8570e-04 - val_loss: 4.2959e-04 - val_mean_squared_error: 4.2959e-04
Epoch 87/500
1641/1642 [============================>.] - ETA: 0s - loss: 6.8586e-04 - mean_squared_error: 6.8586e-04
Epoch 00087: loss did not improve from 0.00068
1642/1642 [==============================] - 9s 5ms/step - loss: 6.8556e-04 - mean_squared_error: 6.8556e-04 - val_loss: 4.6860e-04 - val_mean_squared_error: 4.6860e-04
Epoch 88/500
1631/1642 [============================>.] - ETA: 0s - loss: 6.7954e-04 - mean_squared_error: 6.7954e-04
Epoch 00088: loss improved from 0.00068 to 0.00068, saving model to ./model_LSTM/4\88-0.0006.hdf5
1642/1642 [==============================] - 8s 5ms/step - loss: 6.8137e-04 - mean_squared_error: 6.8137e-04 - val_loss: 5.5131e-04 - val_mean_squared_error: 5.5131e-04
Epoch 89/500
1636/1642 [============================>.] - ETA: 0s - loss: 6.8455e-04 - mean_squared_error: 6.8455e-04
Epoch 00089: loss did not improve from 0.00068
1642/1642 [==============================] - 8s 5ms/step - loss: 6.8421e-04 - mean_squared_error: 6.8421e-04 - val_loss: 4.6930e-04 - val_mean_squared_error: 4.6929e-04
Epoch 90/500
1632/1642 [============================>.] - ETA: 0s - loss: 6.8055e-04 - mean_squared_error: 6.8055e-04
Epoch 00090: loss improved from 0.00068 to 0.00068, saving model to ./model_LSTM/4\90-0.0004.hdf5
1642/1642 [==============================] - 7s 5ms/step - loss: 6.7866e-04 - mean_squared_error: 6.7866e-04 - val_loss: 4.3490e-04 - val_mean_squared_error: 4.3490e-04
Epoch 91/500
1638/1642 [============================>.] - ETA: 0s - loss: 6.8537e-04 - mean_squared_error: 6.8537e-04
Epoch 00091: loss did not improve from 0.00068
1642/1642 [==============================] - 7s 5ms/step - loss: 6.8602e-04 - mean_squared_error: 6.8602e-04 - val_loss: 3.9709e-04 - val_mean_squared_error: 3.9709e-04
Epoch 92/500
1639/1642 [============================>.] - ETA: 0s - loss: 6.7785e-04 - mean_squared_error: 6.7785e-04
Epoch 00092: loss improved from 0.00068 to 0.00068, saving model to ./model_LSTM/4\92-0.0004.hdf5
1642/1642 [==============================] - 7s 5ms/step - loss: 6.7740e-04 - mean_squared_error: 6.7740e-04 - val_loss: 4.4874e-04 - val_mean_squared_error: 4.4874e-04
Epoch 93/500
1636/1642 [============================>.] - ETA: 0s - loss: 6.8511e-04 - mean_squared_error: 6.8511e-04
Epoch 00093: loss did not improve from 0.00068
1642/1642 [==============================] - 8s 5ms/step - loss: 6.8493e-04 - mean_squared_error: 6.8493e-04 - val_loss: 5.2903e-04 - val_mean_squared_error: 5.2903e-04
Epoch 94/500
1640/1642 [============================>.] - ETA: 0s - loss: 6.8231e-04 - mean_squared_error: 6.8231e-04
Epoch 00094: loss did not improve from 0.00068
1642/1642 [==============================] - 8s 5ms/step - loss: 6.8172e-04 - mean_squared_error: 6.8172e-04 - val_loss: 4.9863e-04 - val_mean_squared_error: 4.9863e-04
Epoch 95/500
1640/1642 [============================>.] - ETA: 0s - loss: 6.7695e-04 - mean_squared_error: 6.7695e-04
Epoch 00095: loss improved from 0.00068 to 0.00068, saving model to ./model_LSTM/4\95-0.0004.hdf5
1642/1642 [==============================] - 8s 5ms/step - loss: 6.7709e-04 - mean_squared_error: 6.7709e-04 - val_loss: 4.3278e-04 - val_mean_squared_error: 4.3278e-04
Epoch 96/500
1639/1642 [============================>.] - ETA: 0s - loss: 6.7604e-04 - mean_squared_error: 6.7604e-04
Epoch 00096: loss improved from 0.00068 to 0.00068, saving model to ./model_LSTM/4\96-0.0005.hdf5
1642/1642 [==============================] - 8s 5ms/step - loss: 6.7592e-04 - mean_squared_error: 6.7592e-04 - val_loss: 4.7222e-04 - val_mean_squared_error: 4.7222e-04
Epoch 97/500
1641/1642 [============================>.] - ETA: 0s - loss: 6.8052e-04 - mean_squared_error: 6.8052e-04
Epoch 00097: loss did not improve from 0.00068
1642/1642 [==============================] - 8s 5ms/step - loss: 6.8114e-04 - mean_squared_error: 6.8114e-04 - val_loss: 4.7540e-04 - val_mean_squared_error: 4.7540e-04
Epoch 98/500
1640/1642 [============================>.] - ETA: 0s - loss: 6.7677e-04 - mean_squared_error: 6.7677e-04
Epoch 00098: loss did not improve from 0.00068
1642/1642 [==============================] - 8s 5ms/step - loss: 6.7623e-04 - mean_squared_error: 6.7623e-04 - val_loss: 4.8063e-04 - val_mean_squared_error: 4.8063e-04
Epoch 99/500
1639/1642 [============================>.] - ETA: 0s - loss: 6.6893e-04 - mean_squared_error: 6.6893e-04
Epoch 00099: loss improved from 0.00068 to 0.00067, saving model to ./model_LSTM/4\99-0.0005.hdf5
1642/1642 [==============================] - 8s 5ms/step - loss: 6.7232e-04 - mean_squared_error: 6.7232e-04 - val_loss: 5.1126e-04 - val_mean_squared_error: 5.1126e-04
Epoch 100/500
1636/1642 [============================>.] - ETA: 0s - loss: 6.7891e-04 - mean_squared_error: 6.7891e-04
Epoch 00100: loss did not improve from 0.00067
1642/1642 [==============================] - 9s 5ms/step - loss: 6.7721e-04 - mean_squared_error: 6.7721e-04 - val_loss: 4.1342e-04 - val_mean_squared_error: 4.1342e-04
Epoch 101/500
1636/1642 [============================>.] - ETA: 0s - loss: 6.7966e-04 - mean_squared_error: 6.7966e-04
Epoch 00101: loss did not improve from 0.00067
1642/1642 [==============================] - 9s 5ms/step - loss: 6.7789e-04 - mean_squared_error: 6.7789e-04 - val_loss: 4.3964e-04 - val_mean_squared_error: 4.3964e-04
Epoch 102/500
1641/1642 [============================>.] - ETA: 0s - loss: 6.7680e-04 - mean_squared_error: 6.7680e-04
Epoch 00102: loss did not improve from 0.00067
1642/1642 [==============================] - 9s 6ms/step - loss: 6.7671e-04 - mean_squared_error: 6.7671e-04 - val_loss: 4.2584e-04 - val_mean_squared_error: 4.2584e-04
Epoch 103/500
1632/1642 [============================>.] - ETA: 0s - loss: 6.6968e-04 - mean_squared_error: 6.6968e-04
Epoch 00103: loss improved from 0.00067 to 0.00067, saving model to ./model_LSTM/4\103-0.0004.hdf5
1642/1642 [==============================] - 9s 5ms/step - loss: 6.6918e-04 - mean_squared_error: 6.6918e-04 - val_loss: 4.2696e-04 - val_mean_squared_error: 4.2696e-04
Epoch 104/500
1640/1642 [============================>.] - ETA: 0s - loss: 6.7055e-04 - mean_squared_error: 6.7055e-04
Epoch 00104: loss did not improve from 0.00067
1642/1642 [==============================] - 8s 5ms/step - loss: 6.7149e-04 - mean_squared_error: 6.7149e-04 - val_loss: 4.5003e-04 - val_mean_squared_error: 4.5003e-04
Epoch 105/500
1639/1642 [============================>.] - ETA: 0s - loss: 6.7603e-04 - mean_squared_error: 6.7603e-04
Epoch 00105: loss did not improve from 0.00067
1642/1642 [==============================] - 8s 5ms/step - loss: 6.7555e-04 - mean_squared_error: 6.7555e-04 - val_loss: 4.7935e-04 - val_mean_squared_error: 4.7935e-04
Epoch 106/500
1637/1642 [============================>.] - ETA: 0s - loss: 6.6817e-04 - mean_squared_error: 6.6817e-04
Epoch 00106: loss did not improve from 0.00067
1642/1642 [==============================] - 8s 5ms/step - loss: 6.7149e-04 - mean_squared_error: 6.7149e-04 - val_loss: 4.4177e-04 - val_mean_squared_error: 4.4177e-04
Epoch 107/500
1631/1642 [============================>.] - ETA: 0s - loss: 6.7329e-04 - mean_squared_error: 6.7329e-04
Epoch 00107: loss did not improve from 0.00067
1642/1642 [==============================] - 7s 4ms/step - loss: 6.7134e-04 - mean_squared_error: 6.7134e-04 - val_loss: 4.5189e-04 - val_mean_squared_error: 4.5189e-04
Epoch 108/500
1639/1642 [============================>.] - ETA: 0s - loss: 6.6855e-04 - mean_squared_error: 6.6855e-04
Epoch 00108: loss improved from 0.00067 to 0.00067, saving model to ./model_LSTM/4\108-0.0005.hdf5
1642/1642 [==============================] - 7s 5ms/step - loss: 6.6781e-04 - mean_squared_error: 6.6781e-04 - val_loss: 4.9036e-04 - val_mean_squared_error: 4.9036e-04
Epoch 109/500
1632/1642 [============================>.] - ETA: 0s - loss: 6.6908e-04 - mean_squared_error: 6.6908e-04
Epoch 00109: loss did not improve from 0.00067
1642/1642 [==============================] - 8s 5ms/step - loss: 6.6944e-04 - mean_squared_error: 6.6944e-04 - val_loss: 4.8352e-04 - val_mean_squared_error: 4.8352e-04
Epoch 110/500
1639/1642 [============================>.] - ETA: 0s - loss: 6.6864e-04 - mean_squared_error: 6.6864e-04
Epoch 00110: loss did not improve from 0.00067
1642/1642 [==============================] - 8s 5ms/step - loss: 6.6822e-04 - mean_squared_error: 6.6822e-04 - val_loss: 4.5372e-04 - val_mean_squared_error: 4.5372e-04
Epoch 111/500
1633/1642 [============================>.] - ETA: 0s - loss: 6.6654e-04 - mean_squared_error: 6.6654e-04
Epoch 00111: loss improved from 0.00067 to 0.00066, saving model to ./model_LSTM/4\111-0.0004.hdf5
1642/1642 [==============================] - 8s 5ms/step - loss: 6.6430e-04 - mean_squared_error: 6.6430e-04 - val_loss: 4.4087e-04 - val_mean_squared_error: 4.4087e-04
Epoch 112/500
1635/1642 [============================>.] - ETA: 0s - loss: 6.7037e-04 - mean_squared_error: 6.7037e-04
Epoch 00112: loss did not improve from 0.00066
1642/1642 [==============================] - 8s 5ms/step - loss: 6.6880e-04 - mean_squared_error: 6.6880e-04 - val_loss: 4.7972e-04 - val_mean_squared_error: 4.7972e-04
Epoch 113/500
1641/1642 [============================>.] - ETA: 0s - loss: 6.6458e-04 - mean_squared_error: 6.6458e-04
Epoch 00113: loss did not improve from 0.00066
1642/1642 [==============================] - 8s 5ms/step - loss: 6.6445e-04 - mean_squared_error: 6.6445e-04 - val_loss: 4.6930e-04 - val_mean_squared_error: 4.6930e-04
Epoch 114/500
1633/1642 [============================>.] - ETA: 0s - loss: 6.6393e-04 - mean_squared_error: 6.6393e-04
Epoch 00114: loss improved from 0.00066 to 0.00066, saving model to ./model_LSTM/4\114-0.0005.hdf5
1642/1642 [==============================] - 9s 6ms/step - loss: 6.6258e-04 - mean_squared_error: 6.6258e-04 - val_loss: 4.7834e-04 - val_mean_squared_error: 4.7834e-04
Epoch 115/500
1640/1642 [============================>.] - ETA: 0s - loss: 6.6053e-04 - mean_squared_error: 6.6053e-04
Epoch 00115: loss improved from 0.00066 to 0.00066, saving model to ./model_LSTM/4\115-0.0004.hdf5
1642/1642 [==============================] - 8s 5ms/step - loss: 6.6122e-04 - mean_squared_error: 6.6122e-04 - val_loss: 4.3632e-04 - val_mean_squared_error: 4.3632e-04
Epoch 116/500
1638/1642 [============================>.] - ETA: 0s - loss: 6.6265e-04 - mean_squared_error: 6.6265e-04
Epoch 00116: loss did not improve from 0.00066
1642/1642 [==============================] - 9s 5ms/step - loss: 6.6212e-04 - mean_squared_error: 6.6212e-04 - val_loss: 4.8979e-04 - val_mean_squared_error: 4.8979e-04
Epoch 117/500
1633/1642 [============================>.] - ETA: 0s - loss: 6.6240e-04 - mean_squared_error: 6.6240e-04
Epoch 00117: loss did not improve from 0.00066
1642/1642 [==============================] - 9s 5ms/step - loss: 6.6217e-04 - mean_squared_error: 6.6217e-04 - val_loss: 4.4914e-04 - val_mean_squared_error: 4.4914e-04
Epoch 118/500
1640/1642 [============================>.] - ETA: 0s - loss: 6.6103e-04 - mean_squared_error: 6.6103e-04
Epoch 00118: loss improved from 0.00066 to 0.00066, saving model to ./model_LSTM/4\118-0.0005.hdf5
1642/1642 [==============================] - 9s 6ms/step - loss: 6.6065e-04 - mean_squared_error: 6.6065e-04 - val_loss: 4.6753e-04 - val_mean_squared_error: 4.6753e-04
Epoch 119/500
1641/1642 [============================>.] - ETA: 0s - loss: 6.6371e-04 - mean_squared_error: 6.6371e-04
Epoch 00119: loss did not improve from 0.00066
1642/1642 [==============================] - 9s 6ms/step - loss: 6.6344e-04 - mean_squared_error: 6.6344e-04 - val_loss: 5.1541e-04 - val_mean_squared_error: 5.1541e-04
Epoch 120/500
1631/1642 [============================>.] - ETA: 0s - loss: 6.6058e-04 - mean_squared_error: 6.6058e-04
Epoch 00120: loss did not improve from 0.00066
1642/1642 [==============================] - 9s 5ms/step - loss: 6.6193e-04 - mean_squared_error: 6.6193e-04 - val_loss: 4.9153e-04 - val_mean_squared_error: 4.9153e-04
Epoch 121/500
1634/1642 [============================>.] - ETA: 0s - loss: 6.6236e-04 - mean_squared_error: 6.6236e-04
Epoch 00121: loss did not improve from 0.00066
1642/1642 [==============================] - 8s 5ms/step - loss: 6.6271e-04 - mean_squared_error: 6.6271e-04 - val_loss: 4.7536e-04 - val_mean_squared_error: 4.7536e-04
Epoch 122/500
1639/1642 [============================>.] - ETA: 0s - loss: 6.5925e-04 - mean_squared_error: 6.5925e-04
Epoch 00122: loss improved from 0.00066 to 0.00066, saving model to ./model_LSTM/4\122-0.0005.hdf5
1642/1642 [==============================] - 8s 5ms/step - loss: 6.6010e-04 - mean_squared_error: 6.6010e-04 - val_loss: 4.7731e-04 - val_mean_squared_error: 4.7731e-04
Epoch 123/500
1637/1642 [============================>.] - ETA: 0s - loss: 6.5697e-04 - mean_squared_error: 6.5697e-04
Epoch 00123: loss improved from 0.00066 to 0.00066, saving model to ./model_LSTM/4\123-0.0005.hdf5
1642/1642 [==============================] - 7s 5ms/step - loss: 6.5561e-04 - mean_squared_error: 6.5561e-04 - val_loss: 4.7114e-04 - val_mean_squared_error: 4.7114e-04
Epoch 124/500
1640/1642 [============================>.] - ETA: 0s - loss: 6.5942e-04 - mean_squared_error: 6.5942e-04
Epoch 00124: loss did not improve from 0.00066
1642/1642 [==============================] - 7s 4ms/step - loss: 6.6008e-04 - mean_squared_error: 6.6008e-04 - val_loss: 4.5869e-04 - val_mean_squared_error: 4.5869e-04
Epoch 125/500
1640/1642 [============================>.] - ETA: 0s - loss: 6.6085e-04 - mean_squared_error: 6.6085e-04
Epoch 00125: loss did not improve from 0.00066
1642/1642 [==============================] - 7s 5ms/step - loss: 6.6053e-04 - mean_squared_error: 6.6053e-04 - val_loss: 4.8637e-04 - val_mean_squared_error: 4.8637e-04
Epoch 126/500
1641/1642 [============================>.] - ETA: 0s - loss: 6.5297e-04 - mean_squared_error: 6.5297e-04
Epoch 00126: loss improved from 0.00066 to 0.00065, saving model to ./model_LSTM/4\126-0.0005.hdf5
1642/1642 [==============================] - 8s 5ms/step - loss: 6.5312e-04 - mean_squared_error: 6.5312e-04 - val_loss: 5.1282e-04 - val_mean_squared_error: 5.1282e-04
Epoch 127/500
1637/1642 [============================>.] - ETA: 0s - loss: 6.5927e-04 - mean_squared_error: 6.5927e-04
Epoch 00127: loss did not improve from 0.00065
1642/1642 [==============================] - 8s 5ms/step - loss: 6.5816e-04 - mean_squared_error: 6.5816e-04 - val_loss: 4.2243e-04 - val_mean_squared_error: 4.2243e-04
Epoch 128/500
1635/1642 [============================>.] - ETA: 0s - loss: 6.5367e-04 - mean_squared_error: 6.5367e-04
Epoch 00128: loss improved from 0.00065 to 0.00065, saving model to ./model_LSTM/4\128-0.0004.hdf5
1642/1642 [==============================] - 8s 5ms/step - loss: 6.5309e-04 - mean_squared_error: 6.5309e-04 - val_loss: 4.2437e-04 - val_mean_squared_error: 4.2437e-04
Epoch 129/500
1635/1642 [============================>.] - ETA: 0s - loss: 6.6006e-04 - mean_squared_error: 6.6006e-04
Epoch 00129: loss did not improve from 0.00065
1642/1642 [==============================] - 8s 5ms/step - loss: 6.5906e-04 - mean_squared_error: 6.5906e-04 - val_loss: 4.5586e-04 - val_mean_squared_error: 4.5586e-04
Epoch 130/500
1633/1642 [============================>.] - ETA: 0s - loss: 6.5525e-04 - mean_squared_error: 6.5525e-04
Epoch 00130: loss did not improve from 0.00065
1642/1642 [==============================] - 8s 5ms/step - loss: 6.5499e-04 - mean_squared_error: 6.5499e-04 - val_loss: 4.6347e-04 - val_mean_squared_error: 4.6347e-04
Epoch 131/500
1641/1642 [============================>.] - ETA: 0s - loss: 6.5323e-04 - mean_squared_error: 6.5323e-04
Epoch 00131: loss improved from 0.00065 to 0.00065, saving model to ./model_LSTM/4\131-0.0005.hdf5
1642/1642 [==============================] - 8s 5ms/step - loss: 6.5296e-04 - mean_squared_error: 6.5296e-04 - val_loss: 4.5338e-04 - val_mean_squared_error: 4.5338e-04
Epoch 132/500
1641/1642 [============================>.] - ETA: 0s - loss: 6.5814e-04 - mean_squared_error: 6.5814e-04
Epoch 00132: loss did not improve from 0.00065
1642/1642 [==============================] - 8s 5ms/step - loss: 6.5799e-04 - mean_squared_error: 6.5799e-04 - val_loss: 4.4855e-04 - val_mean_squared_error: 4.4855e-04
Epoch 133/500
1640/1642 [============================>.] - ETA: 0s - loss: 6.5048e-04 - mean_squared_error: 6.5048e-04
Epoch 00133: loss improved from 0.00065 to 0.00065, saving model to ./model_LSTM/4\133-0.0005.hdf5
1642/1642 [==============================] - 9s 5ms/step - loss: 6.5060e-04 - mean_squared_error: 6.5060e-04 - val_loss: 4.7821e-04 - val_mean_squared_error: 4.7821e-04
Epoch 134/500
1642/1642 [==============================] - ETA: 0s - loss: 6.5373e-04 - mean_squared_error: 6.5373e-04
Epoch 00134: loss did not improve from 0.00065
1642/1642 [==============================] - 9s 5ms/step - loss: 6.5373e-04 - mean_squared_error: 6.5373e-04 - val_loss: 5.0425e-04 - val_mean_squared_error: 5.0425e-04
Epoch 135/500
1639/1642 [============================>.] - ETA: 0s - loss: 6.5832e-04 - mean_squared_error: 6.5832e-04
Epoch 00135: loss did not improve from 0.00065
1642/1642 [==============================] - 9s 6ms/step - loss: 6.5783e-04 - mean_squared_error: 6.5783e-04 - val_loss: 4.6351e-04 - val_mean_squared_error: 4.6351e-04
Epoch 136/500
1636/1642 [============================>.] - ETA: 0s - loss: 6.5039e-04 - mean_squared_error: 6.5039e-04
Epoch 00136: loss did not improve from 0.00065
1642/1642 [==============================] - 10s 6ms/step - loss: 6.5180e-04 - mean_squared_error: 6.5180e-04 - val_loss: 4.5448e-04 - val_mean_squared_error: 4.5448e-04
Epoch 137/500
1638/1642 [============================>.] - ETA: 0s - loss: 6.5641e-04 - mean_squared_error: 6.5641e-04
Epoch 00137: loss did not improve from 0.00065
1642/1642 [==============================] - 9s 5ms/step - loss: 6.5801e-04 - mean_squared_error: 6.5801e-04 - val_loss: 4.6342e-04 - val_mean_squared_error: 4.6342e-04
Epoch 138/500
1634/1642 [============================>.] - ETA: 0s - loss: 6.5421e-04 - mean_squared_error: 6.5421e-04
Epoch 00138: loss did not improve from 0.00065
1642/1642 [==============================] - 8s 5ms/step - loss: 6.5509e-04 - mean_squared_error: 6.5509e-04 - val_loss: 4.8107e-04 - val_mean_squared_error: 4.8107e-04
Epoch 00138: early stopping
Epoch 1/500
640/640 [==============================] - ETA: 0s - loss: 2.0042e-04 - mean_squared_error: 2.0042e-04WARNING:tensorflow:Model was constructed with shape (None, 1, 1) for input Tensor("lstm_input:0", shape=(None, 1, 1), dtype=float32), but it was called on an input with incompatible shape (20, 12, 1).

Epoch 00001: loss improved from inf to 0.00020, saving model to ./model_LSTM/5\01-0.0004.hdf5
640/640 [==============================] - 4s 6ms/step - loss: 2.0042e-04 - mean_squared_error: 2.0042e-04 - val_loss: 3.9616e-04 - val_mean_squared_error: 3.9616e-04
Epoch 2/500
633/640 [============================>.] - ETA: 0s - loss: 1.3585e-04 - mean_squared_error: 1.3585e-04
Epoch 00002: loss improved from 0.00020 to 0.00014, saving model to ./model_LSTM/5\02-0.0004.hdf5
640/640 [==============================] - 3s 5ms/step - loss: 1.3624e-04 - mean_squared_error: 1.3624e-04 - val_loss: 3.5572e-04 - val_mean_squared_error: 3.5572e-04
Epoch 3/500
629/640 [============================>.] - ETA: 0s - loss: 1.2834e-04 - mean_squared_error: 1.2834e-04
Epoch 00003: loss improved from 0.00014 to 0.00013, saving model to ./model_LSTM/5\03-0.0003.hdf5
640/640 [==============================] - 3s 5ms/step - loss: 1.2734e-04 - mean_squared_error: 1.2734e-04 - val_loss: 3.3667e-04 - val_mean_squared_error: 3.3667e-04
Epoch 4/500
638/640 [============================>.] - ETA: 0s - loss: 1.2056e-04 - mean_squared_error: 1.2056e-04
Epoch 00004: loss improved from 0.00013 to 0.00012, saving model to ./model_LSTM/5\04-0.0003.hdf5
640/640 [==============================] - 3s 5ms/step - loss: 1.2053e-04 - mean_squared_error: 1.2053e-04 - val_loss: 3.3969e-04 - val_mean_squared_error: 3.3969e-04
Epoch 5/500
639/640 [============================>.] - ETA: 0s - loss: 1.1487e-04 - mean_squared_error: 1.1487e-04
Epoch 00005: loss improved from 0.00012 to 0.00011, saving model to ./model_LSTM/5\05-0.0003.hdf5
640/640 [==============================] - 3s 5ms/step - loss: 1.1497e-04 - mean_squared_error: 1.1497e-04 - val_loss: 3.4006e-04 - val_mean_squared_error: 3.4006e-04
Epoch 6/500
634/640 [============================>.] - ETA: 0s - loss: 1.0938e-04 - mean_squared_error: 1.0938e-04
Epoch 00006: loss improved from 0.00011 to 0.00011, saving model to ./model_LSTM/5\06-0.0003.hdf5
640/640 [==============================] - 3s 5ms/step - loss: 1.0891e-04 - mean_squared_error: 1.0891e-04 - val_loss: 3.2202e-04 - val_mean_squared_error: 3.2202e-04
Epoch 7/500
635/640 [============================>.] - ETA: 0s - loss: 1.0688e-04 - mean_squared_error: 1.0688e-04
Epoch 00007: loss improved from 0.00011 to 0.00011, saving model to ./model_LSTM/5\07-0.0003.hdf5
640/640 [==============================] - 3s 4ms/step - loss: 1.0735e-04 - mean_squared_error: 1.0735e-04 - val_loss: 3.4385e-04 - val_mean_squared_error: 3.4385e-04
Epoch 8/500
637/640 [============================>.] - ETA: 0s - loss: 1.0632e-04 - mean_squared_error: 1.0632e-04
Epoch 00008: loss improved from 0.00011 to 0.00011, saving model to ./model_LSTM/5\08-0.0003.hdf5
640/640 [==============================] - 3s 5ms/step - loss: 1.0599e-04 - mean_squared_error: 1.0599e-04 - val_loss: 3.2175e-04 - val_mean_squared_error: 3.2175e-04
Epoch 9/500
631/640 [============================>.] - ETA: 0s - loss: 1.0553e-04 - mean_squared_error: 1.0553e-04
Epoch 00009: loss improved from 0.00011 to 0.00011, saving model to ./model_LSTM/5\09-0.0003.hdf5
640/640 [==============================] - 3s 5ms/step - loss: 1.0501e-04 - mean_squared_error: 1.0501e-04 - val_loss: 3.1111e-04 - val_mean_squared_error: 3.1111e-04
Epoch 10/500
638/640 [============================>.] - ETA: 0s - loss: 1.0570e-04 - mean_squared_error: 1.0570e-04
Epoch 00010: loss did not improve from 0.00011
640/640 [==============================] - 3s 5ms/step - loss: 1.0617e-04 - mean_squared_error: 1.0617e-04 - val_loss: 3.1083e-04 - val_mean_squared_error: 3.1083e-04
Epoch 11/500
633/640 [============================>.] - ETA: 0s - loss: 1.0339e-04 - mean_squared_error: 1.0339e-04
Epoch 00011: loss improved from 0.00011 to 0.00010, saving model to ./model_LSTM/5\11-0.0003.hdf5
640/640 [==============================] - 3s 5ms/step - loss: 1.0325e-04 - mean_squared_error: 1.0325e-04 - val_loss: 3.0682e-04 - val_mean_squared_error: 3.0682e-04
Epoch 12/500
631/640 [============================>.] - ETA: 0s - loss: 1.0226e-04 - mean_squared_error: 1.0226e-04
Epoch 00012: loss improved from 0.00010 to 0.00010, saving model to ./model_LSTM/5\12-0.0003.hdf5
640/640 [==============================] - 3s 5ms/step - loss: 1.0214e-04 - mean_squared_error: 1.0214e-04 - val_loss: 3.0888e-04 - val_mean_squared_error: 3.0888e-04
Epoch 13/500
637/640 [============================>.] - ETA: 0s - loss: 1.0184e-04 - mean_squared_error: 1.0184e-04
Epoch 00013: loss improved from 0.00010 to 0.00010, saving model to ./model_LSTM/5\13-0.0003.hdf5
640/640 [==============================] - 3s 5ms/step - loss: 1.0178e-04 - mean_squared_error: 1.0178e-04 - val_loss: 3.0975e-04 - val_mean_squared_error: 3.0975e-04
Epoch 14/500
629/640 [============================>.] - ETA: 0s - loss: 1.0096e-04 - mean_squared_error: 1.0096e-04
Epoch 00014: loss improved from 0.00010 to 0.00010, saving model to ./model_LSTM/5\14-0.0003.hdf5
640/640 [==============================] - 3s 5ms/step - loss: 1.0096e-04 - mean_squared_error: 1.0096e-04 - val_loss: 3.0779e-04 - val_mean_squared_error: 3.0779e-04
Epoch 15/500
632/640 [============================>.] - ETA: 0s - loss: 1.0007e-04 - mean_squared_error: 1.0007e-04
Epoch 00015: loss improved from 0.00010 to 0.00010, saving model to ./model_LSTM/5\15-0.0003.hdf5
640/640 [==============================] - 3s 5ms/step - loss: 9.9951e-05 - mean_squared_error: 9.9951e-05 - val_loss: 2.9409e-04 - val_mean_squared_error: 2.9409e-04
Epoch 16/500
639/640 [============================>.] - ETA: 0s - loss: 1.0161e-04 - mean_squared_error: 1.0161e-04
Epoch 00016: loss did not improve from 0.00010
640/640 [==============================] - 3s 5ms/step - loss: 1.0158e-04 - mean_squared_error: 1.0158e-04 - val_loss: 3.0252e-04 - val_mean_squared_error: 3.0252e-04
Epoch 17/500
638/640 [============================>.] - ETA: 0s - loss: 1.0089e-04 - mean_squared_error: 1.0089e-04
Epoch 00017: loss did not improve from 0.00010
640/640 [==============================] - 3s 5ms/step - loss: 1.0101e-04 - mean_squared_error: 1.0101e-04 - val_loss: 2.9685e-04 - val_mean_squared_error: 2.9685e-04
Epoch 18/500
639/640 [============================>.] - ETA: 0s - loss: 1.0175e-04 - mean_squared_error: 1.0175e-04
Epoch 00018: loss did not improve from 0.00010
640/640 [==============================] - 3s 5ms/step - loss: 1.0168e-04 - mean_squared_error: 1.0168e-04 - val_loss: 2.9701e-04 - val_mean_squared_error: 2.9701e-04
Epoch 19/500
636/640 [============================>.] - ETA: 0s - loss: 1.0092e-04 - mean_squared_error: 1.0092e-04
Epoch 00019: loss did not improve from 0.00010
640/640 [==============================] - 3s 5ms/step - loss: 1.0058e-04 - mean_squared_error: 1.0058e-04 - val_loss: 2.9514e-04 - val_mean_squared_error: 2.9514e-04
Epoch 20/500
634/640 [============================>.] - ETA: 0s - loss: 9.9899e-05 - mean_squared_error: 9.9899e-05
Epoch 00020: loss did not improve from 0.00010
640/640 [==============================] - 3s 5ms/step - loss: 1.0036e-04 - mean_squared_error: 1.0036e-04 - val_loss: 2.9449e-04 - val_mean_squared_error: 2.9449e-04
Epoch 00020: early stopping
Epoch 1/500
2109/2109 [==============================] - ETA: 0s - loss: 2.8746e-05 - mean_squared_error: 2.8746e-05
Epoch 00001: loss improved from inf to 0.00003, saving model to ./model_LSTM/6\01-0.0000.hdf5
2109/2109 [==============================] - 12s 6ms/step - loss: 2.8746e-05 - mean_squared_error: 2.8746e-05 - val_loss: 2.8717e-05 - val_mean_squared_error: 2.8717e-05
Epoch 2/500
2101/2109 [============================>.] - ETA: 0s - loss: 2.6400e-05 - mean_squared_error: 2.6400e-05
Epoch 00002: loss improved from 0.00003 to 0.00003, saving model to ./model_LSTM/6\02-0.0000.hdf5
2109/2109 [==============================] - 11s 5ms/step - loss: 2.6373e-05 - mean_squared_error: 2.6373e-05 - val_loss: 1.9563e-05 - val_mean_squared_error: 1.9563e-05
Epoch 3/500
2104/2109 [============================>.] - ETA: 0s - loss: 2.5597e-05 - mean_squared_error: 2.5597e-05
Epoch 00003: loss improved from 0.00003 to 0.00003, saving model to ./model_LSTM/6\03-0.0000.hdf5
2109/2109 [==============================] - 14s 6ms/step - loss: 2.5552e-05 - mean_squared_error: 2.5552e-05 - val_loss: 1.9841e-05 - val_mean_squared_error: 1.9841e-05
Epoch 4/500
2105/2109 [============================>.] - ETA: 0s - loss: 2.4982e-05 - mean_squared_error: 2.4982e-05
Epoch 00004: loss improved from 0.00003 to 0.00002, saving model to ./model_LSTM/6\04-0.0000.hdf5
2109/2109 [==============================] - 12s 6ms/step - loss: 2.4947e-05 - mean_squared_error: 2.4947e-05 - val_loss: 1.8429e-05 - val_mean_squared_error: 1.8429e-05
Epoch 5/500
2103/2109 [============================>.] - ETA: 0s - loss: 2.3661e-05 - mean_squared_error: 2.3661e-05
Epoch 00005: loss improved from 0.00002 to 0.00002, saving model to ./model_LSTM/6\05-0.0000.hdf5
2109/2109 [==============================] - 15s 7ms/step - loss: 2.3693e-05 - mean_squared_error: 2.3693e-05 - val_loss: 2.3121e-05 - val_mean_squared_error: 2.3121e-05
Epoch 6/500
2107/2109 [============================>.] - ETA: 0s - loss: 2.5260e-05 - mean_squared_error: 2.5260e-05
Epoch 00006: loss did not improve from 0.00002
2109/2109 [==============================] - 14s 7ms/step - loss: 2.5258e-05 - mean_squared_error: 2.5258e-05 - val_loss: 2.3706e-05 - val_mean_squared_error: 2.3706e-05
Epoch 7/500
2109/2109 [==============================] - ETA: 0s - loss: 2.3114e-05 - mean_squared_error: 2.3114e-05
Epoch 00007: loss improved from 0.00002 to 0.00002, saving model to ./model_LSTM/6\07-0.0000.hdf5
2109/2109 [==============================] - 11s 5ms/step - loss: 2.3114e-05 - mean_squared_error: 2.3114e-05 - val_loss: 2.5200e-05 - val_mean_squared_error: 2.5200e-05
Epoch 8/500
2100/2109 [============================>.] - ETA: 0s - loss: 2.3524e-05 - mean_squared_error: 2.3524e-05
Epoch 00008: loss did not improve from 0.00002
2109/2109 [==============================] - 10s 5ms/step - loss: 2.3558e-05 - mean_squared_error: 2.3558e-05 - val_loss: 1.9444e-05 - val_mean_squared_error: 1.9444e-05
Epoch 9/500
2109/2109 [==============================] - ETA: 0s - loss: 2.3203e-05 - mean_squared_error: 2.3203e-05
Epoch 00009: loss did not improve from 0.00002
2109/2109 [==============================] - 10s 5ms/step - loss: 2.3203e-05 - mean_squared_error: 2.3203e-05 - val_loss: 2.0694e-05 - val_mean_squared_error: 2.0694e-05
Epoch 10/500
2100/2109 [============================>.] - ETA: 0s - loss: 2.2543e-05 - mean_squared_error: 2.2543e-05
Epoch 00010: loss improved from 0.00002 to 0.00002, saving model to ./model_LSTM/6\10-0.0000.hdf5
2109/2109 [==============================] - 10s 5ms/step - loss: 2.2470e-05 - mean_squared_error: 2.2470e-05 - val_loss: 1.7761e-05 - val_mean_squared_error: 1.7761e-05
Epoch 11/500
2103/2109 [============================>.] - ETA: 0s - loss: 2.2123e-05 - mean_squared_error: 2.2123e-05
Epoch 00011: loss improved from 0.00002 to 0.00002, saving model to ./model_LSTM/6\11-0.0000.hdf5
2109/2109 [==============================] - 11s 5ms/step - loss: 2.2096e-05 - mean_squared_error: 2.2096e-05 - val_loss: 2.1744e-05 - val_mean_squared_error: 2.1744e-05
Epoch 12/500
2098/2109 [============================>.] - ETA: 0s - loss: 2.3496e-05 - mean_squared_error: 2.3496e-05
Epoch 00012: loss did not improve from 0.00002
2109/2109 [==============================] - 11s 5ms/step - loss: 2.3421e-05 - mean_squared_error: 2.3421e-05 - val_loss: 2.5631e-05 - val_mean_squared_error: 2.5631e-05
Epoch 13/500
2106/2109 [============================>.] - ETA: 0s - loss: 2.2363e-05 - mean_squared_error: 2.2363e-05
Epoch 00013: loss did not improve from 0.00002
2109/2109 [==============================] - 11s 5ms/step - loss: 2.2342e-05 - mean_squared_error: 2.2342e-05 - val_loss: 1.8203e-05 - val_mean_squared_error: 1.8203e-05
Epoch 14/500
2108/2109 [============================>.] - ETA: 0s - loss: 2.3055e-05 - mean_squared_error: 2.3055e-05
Epoch 00014: loss did not improve from 0.00002
2109/2109 [==============================] - 12s 6ms/step - loss: 2.3053e-05 - mean_squared_error: 2.3053e-05 - val_loss: 1.9095e-05 - val_mean_squared_error: 1.9095e-05
Epoch 15/500
2109/2109 [==============================] - ETA: 0s - loss: 2.2745e-05 - mean_squared_error: 2.2745e-05
Epoch 00015: loss did not improve from 0.00002
2109/2109 [==============================] - 12s 6ms/step - loss: 2.2745e-05 - mean_squared_error: 2.2745e-05 - val_loss: 1.8616e-05 - val_mean_squared_error: 1.8616e-05
Epoch 16/500
2104/2109 [============================>.] - ETA: 0s - loss: 2.1713e-05 - mean_squared_error: 2.1713e-05
Epoch 00016: loss improved from 0.00002 to 0.00002, saving model to ./model_LSTM/6\16-0.0000.hdf5
2109/2109 [==============================] - 13s 6ms/step - loss: 2.1671e-05 - mean_squared_error: 2.1671e-05 - val_loss: 1.8938e-05 - val_mean_squared_error: 1.8938e-05
Epoch 17/500
2104/2109 [============================>.] - ETA: 0s - loss: 2.1788e-05 - mean_squared_error: 2.1788e-05
Epoch 00017: loss did not improve from 0.00002
2109/2109 [==============================] - 13s 6ms/step - loss: 2.1759e-05 - mean_squared_error: 2.1759e-05 - val_loss: 1.8421e-05 - val_mean_squared_error: 1.8421e-05
Epoch 18/500
2103/2109 [============================>.] - ETA: 0s - loss: 2.1040e-05 - mean_squared_error: 2.1040e-05
Epoch 00018: loss improved from 0.00002 to 0.00002, saving model to ./model_LSTM/6\18-0.0000.hdf5
2109/2109 [==============================] - 12s 6ms/step - loss: 2.1065e-05 - mean_squared_error: 2.1065e-05 - val_loss: 1.7886e-05 - val_mean_squared_error: 1.7886e-05
Epoch 19/500
2108/2109 [============================>.] - ETA: 0s - loss: 2.1600e-05 - mean_squared_error: 2.1600e-05
Epoch 00019: loss did not improve from 0.00002
2109/2109 [==============================] - 11s 5ms/step - loss: 2.1597e-05 - mean_squared_error: 2.1597e-05 - val_loss: 2.4956e-05 - val_mean_squared_error: 2.4956e-05
Epoch 20/500
2106/2109 [============================>.] - ETA: 0s - loss: 2.1088e-05 - mean_squared_error: 2.1088e-05
Epoch 00020: loss did not improve from 0.00002
2109/2109 [==============================] - 10s 5ms/step - loss: 2.1067e-05 - mean_squared_error: 2.1067e-05 - val_loss: 2.6066e-05 - val_mean_squared_error: 2.6066e-05
Epoch 21/500
2102/2109 [============================>.] - ETA: 0s - loss: 2.1864e-05 - mean_squared_error: 2.1864e-05
Epoch 00021: loss did not improve from 0.00002
2109/2109 [==============================] - 10s 5ms/step - loss: 2.1810e-05 - mean_squared_error: 2.1810e-05 - val_loss: 2.2421e-05 - val_mean_squared_error: 2.2421e-05
Epoch 22/500
2108/2109 [============================>.] - ETA: 0s - loss: 2.1970e-05 - mean_squared_error: 2.1970e-05
Epoch 00022: loss did not improve from 0.00002
2109/2109 [==============================] - 10s 5ms/step - loss: 2.1967e-05 - mean_squared_error: 2.1967e-05 - val_loss: 2.1065e-05 - val_mean_squared_error: 2.1065e-05
Epoch 23/500
2104/2109 [============================>.] - ETA: 0s - loss: 2.0525e-05 - mean_squared_error: 2.0525e-05
Epoch 00023: loss improved from 0.00002 to 0.00002, saving model to ./model_LSTM/6\23-0.0000.hdf5
2109/2109 [==============================] - 10s 5ms/step - loss: 2.0500e-05 - mean_squared_error: 2.0500e-05 - val_loss: 2.1018e-05 - val_mean_squared_error: 2.1018e-05
Epoch 24/500
2107/2109 [============================>.] - ETA: 0s - loss: 2.0856e-05 - mean_squared_error: 2.0856e-05
Epoch 00024: loss did not improve from 0.00002
2109/2109 [==============================] - 10s 5ms/step - loss: 2.0847e-05 - mean_squared_error: 2.0847e-05 - val_loss: 2.5877e-05 - val_mean_squared_error: 2.5877e-05
Epoch 25/500
2101/2109 [============================>.] - ETA: 0s - loss: 2.1701e-05 - mean_squared_error: 2.1701e-05
Epoch 00025: loss did not improve from 0.00002
2109/2109 [==============================] - 10s 5ms/step - loss: 2.1630e-05 - mean_squared_error: 2.1630e-05 - val_loss: 2.0796e-05 - val_mean_squared_error: 2.0796e-05
Epoch 26/500
2102/2109 [============================>.] - ETA: 0s - loss: 2.0387e-05 - mean_squared_error: 2.0387e-05
Epoch 00026: loss did not improve from 0.00002
2109/2109 [==============================] - 11s 5ms/step - loss: 2.0717e-05 - mean_squared_error: 2.0717e-05 - val_loss: 1.9831e-05 - val_mean_squared_error: 1.9831e-05
Epoch 27/500
2105/2109 [============================>.] - ETA: 0s - loss: 2.0691e-05 - mean_squared_error: 2.0691e-05
Epoch 00027: loss did not improve from 0.00002
2109/2109 [==============================] - 11s 5ms/step - loss: 2.0674e-05 - mean_squared_error: 2.0674e-05 - val_loss: 2.2807e-05 - val_mean_squared_error: 2.2807e-05
Epoch 28/500
2104/2109 [============================>.] - ETA: 0s - loss: 2.0872e-05 - mean_squared_error: 2.0872e-05
Epoch 00028: loss did not improve from 0.00002
2109/2109 [==============================] - 13s 6ms/step - loss: 2.0833e-05 - mean_squared_error: 2.0833e-05 - val_loss: 1.9351e-05 - val_mean_squared_error: 1.9351e-05
Epoch 00028: early stopping
Epoch 1/500
2173/2177 [============================>.] - ETA: 0s - loss: 3.3533e-05 - mean_squared_error: 3.3533e-05
Epoch 00001: loss improved from inf to 0.00003, saving model to ./model_LSTM/7\01-0.0000.hdf5
2177/2177 [==============================] - 13s 6ms/step - loss: 3.3560e-05 - mean_squared_error: 3.3560e-05 - val_loss: 8.8907e-06 - val_mean_squared_error: 8.8907e-06
Epoch 2/500
2173/2177 [============================>.] - ETA: 0s - loss: 3.1791e-05 - mean_squared_error: 3.1791e-05
Epoch 00002: loss improved from 0.00003 to 0.00003, saving model to ./model_LSTM/7\02-0.0000.hdf5
2177/2177 [==============================] - 15s 7ms/step - loss: 3.1749e-05 - mean_squared_error: 3.1749e-05 - val_loss: 1.0496e-05 - val_mean_squared_error: 1.0496e-05
Epoch 3/500
2176/2177 [============================>.] - ETA: 0s - loss: 3.3209e-05 - mean_squared_error: 3.3209e-05
Epoch 00003: loss did not improve from 0.00003
2177/2177 [==============================] - 12s 5ms/step - loss: 3.3202e-05 - mean_squared_error: 3.3202e-05 - val_loss: 1.7762e-05 - val_mean_squared_error: 1.7762e-05
Epoch 4/500
2168/2177 [============================>.] - ETA: 0s - loss: 3.1534e-05 - mean_squared_error: 3.1534e-05
Epoch 00004: loss improved from 0.00003 to 0.00003, saving model to ./model_LSTM/7\04-0.0000.hdf5
2177/2177 [==============================] - 11s 5ms/step - loss: 3.1470e-05 - mean_squared_error: 3.1470e-05 - val_loss: 8.6008e-06 - val_mean_squared_error: 8.6008e-06
Epoch 5/500
2173/2177 [============================>.] - ETA: 0s - loss: 3.1513e-05 - mean_squared_error: 3.1513e-05
Epoch 00005: loss improved from 0.00003 to 0.00003, saving model to ./model_LSTM/7\05-0.0000.hdf5
2177/2177 [==============================] - 10s 5ms/step - loss: 3.1462e-05 - mean_squared_error: 3.1462e-05 - val_loss: 9.3106e-06 - val_mean_squared_error: 9.3106e-06
Epoch 6/500
2174/2177 [============================>.] - ETA: 0s - loss: 3.1304e-05 - mean_squared_error: 3.1304e-05
Epoch 00006: loss improved from 0.00003 to 0.00003, saving model to ./model_LSTM/7\06-0.0000.hdf5
2177/2177 [==============================] - 12s 5ms/step - loss: 3.1273e-05 - mean_squared_error: 3.1273e-05 - val_loss: 1.0282e-05 - val_mean_squared_error: 1.0282e-05
Epoch 7/500
2177/2177 [==============================] - ETA: 0s - loss: 3.1626e-05 - mean_squared_error: 3.1626e-05
Epoch 00007: loss did not improve from 0.00003
2177/2177 [==============================] - 12s 5ms/step - loss: 3.1626e-05 - mean_squared_error: 3.1626e-05 - val_loss: 9.0315e-06 - val_mean_squared_error: 9.0315e-06
Epoch 8/500
2168/2177 [============================>.] - ETA: 0s - loss: 2.8722e-05 - mean_squared_error: 2.8722e-05
Epoch 00008: loss improved from 0.00003 to 0.00003, saving model to ./model_LSTM/7\08-0.0001.hdf5
2177/2177 [==============================] - 11s 5ms/step - loss: 3.1183e-05 - mean_squared_error: 3.1183e-05 - val_loss: 8.1222e-05 - val_mean_squared_error: 8.1222e-05
Epoch 9/500
2176/2177 [============================>.] - ETA: 0s - loss: 3.1490e-05 - mean_squared_error: 3.1490e-05
Epoch 00009: loss did not improve from 0.00003
2177/2177 [==============================] - 13s 6ms/step - loss: 3.1525e-05 - mean_squared_error: 3.1525e-05 - val_loss: 8.3416e-06 - val_mean_squared_error: 8.3416e-06
Epoch 10/500
2177/2177 [==============================] - ETA: 0s - loss: 3.0525e-05 - mean_squared_error: 3.0525e-05
Epoch 00010: loss improved from 0.00003 to 0.00003, saving model to ./model_LSTM/7\10-0.0000.hdf5
2177/2177 [==============================] - 13s 6ms/step - loss: 3.0525e-05 - mean_squared_error: 3.0525e-05 - val_loss: 1.3144e-05 - val_mean_squared_error: 1.3144e-05
Epoch 11/500
2176/2177 [============================>.] - ETA: 0s - loss: 3.1165e-05 - mean_squared_error: 3.1165e-05
Epoch 00011: loss did not improve from 0.00003
2177/2177 [==============================] - 11s 5ms/step - loss: 3.1155e-05 - mean_squared_error: 3.1155e-05 - val_loss: 8.8233e-06 - val_mean_squared_error: 8.8233e-06
Epoch 12/500
2175/2177 [============================>.] - ETA: 0s - loss: 3.1000e-05 - mean_squared_error: 3.1000e-05
Epoch 00012: loss did not improve from 0.00003
2177/2177 [==============================] - 18s 8ms/step - loss: 3.0984e-05 - mean_squared_error: 3.0984e-05 - val_loss: 8.2650e-06 - val_mean_squared_error: 8.2650e-06
Epoch 13/500
2172/2177 [============================>.] - ETA: 0s - loss: 3.0313e-05 - mean_squared_error: 3.0313e-05
Epoch 00013: loss improved from 0.00003 to 0.00003, saving model to ./model_LSTM/7\13-0.0000.hdf5
2177/2177 [==============================] - 13s 6ms/step - loss: 3.0350e-05 - mean_squared_error: 3.0350e-05 - val_loss: 1.2227e-05 - val_mean_squared_error: 1.2227e-05
Epoch 14/500
2169/2177 [============================>.] - ETA: 0s - loss: 3.1095e-05 - mean_squared_error: 3.1095e-05
Epoch 00014: loss did not improve from 0.00003
2177/2177 [==============================] - 13s 6ms/step - loss: 3.1013e-05 - mean_squared_error: 3.1013e-05 - val_loss: 1.1798e-05 - val_mean_squared_error: 1.1798e-05
Epoch 15/500
2169/2177 [============================>.] - ETA: 0s - loss: 3.0073e-05 - mean_squared_error: 3.0073e-05
Epoch 00015: loss improved from 0.00003 to 0.00003, saving model to ./model_LSTM/7\15-0.0000.hdf5
2177/2177 [==============================] - 11s 5ms/step - loss: 3.0156e-05 - mean_squared_error: 3.0156e-05 - val_loss: 2.2556e-05 - val_mean_squared_error: 2.2556e-05
Epoch 16/500
2177/2177 [==============================] - ETA: 0s - loss: 3.0395e-05 - mean_squared_error: 3.0395e-05
Epoch 00016: loss did not improve from 0.00003
2177/2177 [==============================] - 11s 5ms/step - loss: 3.0395e-05 - mean_squared_error: 3.0395e-05 - val_loss: 8.0624e-06 - val_mean_squared_error: 8.0624e-06
Epoch 17/500
2165/2177 [============================>.] - ETA: 0s - loss: 3.0332e-05 - mean_squared_error: 3.0332e-05
Epoch 00017: loss did not improve from 0.00003
2177/2177 [==============================] - 10s 5ms/step - loss: 3.0350e-05 - mean_squared_error: 3.0350e-05 - val_loss: 9.8737e-06 - val_mean_squared_error: 9.8737e-06
Epoch 18/500
2173/2177 [============================>.] - ETA: 0s - loss: 3.1081e-05 - mean_squared_error: 3.1081e-05
Epoch 00018: loss did not improve from 0.00003
2177/2177 [==============================] - 10s 5ms/step - loss: 3.1242e-05 - mean_squared_error: 3.1242e-05 - val_loss: 2.4439e-05 - val_mean_squared_error: 2.4439e-05
Epoch 19/500
2170/2177 [============================>.] - ETA: 0s - loss: 2.9357e-05 - mean_squared_error: 2.9357e-05
Epoch 00019: loss improved from 0.00003 to 0.00003, saving model to ./model_LSTM/7\19-0.0000.hdf5
2177/2177 [==============================] - 10s 5ms/step - loss: 2.9440e-05 - mean_squared_error: 2.9440e-05 - val_loss: 1.8989e-05 - val_mean_squared_error: 1.8989e-05
Epoch 20/500
2177/2177 [==============================] - ETA: 0s - loss: 2.9924e-05 - mean_squared_error: 2.9924e-05
Epoch 00020: loss did not improve from 0.00003
2177/2177 [==============================] - 10s 5ms/step - loss: 2.9924e-05 - mean_squared_error: 2.9924e-05 - val_loss: 9.0862e-06 - val_mean_squared_error: 9.0862e-06
Epoch 21/500
2169/2177 [============================>.] - ETA: 0s - loss: 3.0652e-05 - mean_squared_error: 3.0652e-05
Epoch 00021: loss did not improve from 0.00003
2177/2177 [==============================] - 10s 5ms/step - loss: 3.0700e-05 - mean_squared_error: 3.0700e-05 - val_loss: 1.4624e-05 - val_mean_squared_error: 1.4624e-05
Epoch 22/500
2170/2177 [============================>.] - ETA: 0s - loss: 2.9451e-05 - mean_squared_error: 2.9451e-05
Epoch 00022: loss improved from 0.00003 to 0.00003, saving model to ./model_LSTM/7\22-0.0000.hdf5
2177/2177 [==============================] - 10s 5ms/step - loss: 2.9366e-05 - mean_squared_error: 2.9366e-05 - val_loss: 8.9727e-06 - val_mean_squared_error: 8.9727e-06
Epoch 23/500
2168/2177 [============================>.] - ETA: 0s - loss: 2.9760e-05 - mean_squared_error: 2.9760e-05
Epoch 00023: loss did not improve from 0.00003
2177/2177 [==============================] - 11s 5ms/step - loss: 2.9884e-05 - mean_squared_error: 2.9884e-05 - val_loss: 1.6506e-05 - val_mean_squared_error: 1.6506e-05
Epoch 24/500
2169/2177 [============================>.] - ETA: 0s - loss: 3.0451e-05 - mean_squared_error: 3.0451e-05
Epoch 00024: loss did not improve from 0.00003
2177/2177 [==============================] - 12s 5ms/step - loss: 3.0474e-05 - mean_squared_error: 3.0474e-05 - val_loss: 9.0523e-06 - val_mean_squared_error: 9.0523e-06
Epoch 25/500
2176/2177 [============================>.] - ETA: 0s - loss: 2.9481e-05 - mean_squared_error: 2.9481e-05
Epoch 00025: loss did not improve from 0.00003
2177/2177 [==============================] - 12s 6ms/step - loss: 2.9472e-05 - mean_squared_error: 2.9472e-05 - val_loss: 9.2008e-06 - val_mean_squared_error: 9.2008e-06
Epoch 26/500
2169/2177 [============================>.] - ETA: 0s - loss: 2.9006e-05 - mean_squared_error: 2.9006e-05
Epoch 00026: loss improved from 0.00003 to 0.00003, saving model to ./model_LSTM/7\26-0.0000.hdf5
2177/2177 [==============================] - 13s 6ms/step - loss: 2.8937e-05 - mean_squared_error: 2.8937e-05 - val_loss: 8.4365e-06 - val_mean_squared_error: 8.4365e-06
Epoch 27/500
2177/2177 [==============================] - ETA: 0s - loss: 2.9785e-05 - mean_squared_error: 2.9785e-05
Epoch 00027: loss did not improve from 0.00003
2177/2177 [==============================] - 13s 6ms/step - loss: 2.9785e-05 - mean_squared_error: 2.9785e-05 - val_loss: 8.0670e-06 - val_mean_squared_error: 8.0670e-06
Epoch 28/500
2171/2177 [============================>.] - ETA: 0s - loss: 2.9108e-05 - mean_squared_error: 2.9108e-05
Epoch 00028: loss did not improve from 0.00003
2177/2177 [==============================] - 11s 5ms/step - loss: 2.9059e-05 - mean_squared_error: 2.9059e-05 - val_loss: 9.1041e-06 - val_mean_squared_error: 9.1041e-06
Epoch 29/500
2175/2177 [============================>.] - ETA: 0s - loss: 2.9323e-05 - mean_squared_error: 2.9323e-05
Epoch 00029: loss did not improve from 0.00003
2177/2177 [==============================] - 11s 5ms/step - loss: 2.9301e-05 - mean_squared_error: 2.9301e-05 - val_loss: 8.5035e-06 - val_mean_squared_error: 8.5035e-06
Epoch 30/500
2168/2177 [============================>.] - ETA: 0s - loss: 2.8677e-05 - mean_squared_error: 2.8677e-05
Epoch 00030: loss did not improve from 0.00003
2177/2177 [==============================] - 10s 5ms/step - loss: 2.9305e-05 - mean_squared_error: 2.9305e-05 - val_loss: 1.0212e-05 - val_mean_squared_error: 1.0212e-05
Epoch 31/500
2174/2177 [============================>.] - ETA: 0s - loss: 2.9809e-05 - mean_squared_error: 2.9809e-05
Epoch 00031: loss did not improve from 0.00003
2177/2177 [==============================] - 10s 5ms/step - loss: 2.9774e-05 - mean_squared_error: 2.9774e-05 - val_loss: 9.1090e-06 - val_mean_squared_error: 9.1090e-06
Epoch 00031: early stopping
Epoch 1/500
2008/2016 [============================>.] - ETA: 0s - loss: 2.5092e-05 - mean_squared_error: 2.5092e-05
Epoch 00001: loss improved from inf to 0.00003, saving model to ./model_LSTM/8\01-0.0000.hdf5
2016/2016 [==============================] - 10s 5ms/step - loss: 2.5044e-05 - mean_squared_error: 2.5044e-05 - val_loss: 9.2512e-06 - val_mean_squared_error: 9.2512e-06
Epoch 2/500
2012/2016 [============================>.] - ETA: 0s - loss: 2.1556e-05 - mean_squared_error: 2.1556e-05
Epoch 00002: loss improved from 0.00003 to 0.00002, saving model to ./model_LSTM/8\02-0.0000.hdf5
2016/2016 [==============================] - 10s 5ms/step - loss: 2.1542e-05 - mean_squared_error: 2.1542e-05 - val_loss: 1.5804e-06 - val_mean_squared_error: 1.5804e-06
Epoch 3/500
2010/2016 [============================>.] - ETA: 0s - loss: 2.1404e-05 - mean_squared_error: 2.1404e-05
Epoch 00003: loss improved from 0.00002 to 0.00002, saving model to ./model_LSTM/8\03-0.0000.hdf5
2016/2016 [==============================] - 10s 5ms/step - loss: 2.1355e-05 - mean_squared_error: 2.1355e-05 - val_loss: 1.5109e-06 - val_mean_squared_error: 1.5109e-06
Epoch 4/500
2010/2016 [============================>.] - ETA: 0s - loss: 2.0143e-05 - mean_squared_error: 2.0143e-05
Epoch 00004: loss improved from 0.00002 to 0.00002, saving model to ./model_LSTM/8\04-0.0000.hdf5
2016/2016 [==============================] - 10s 5ms/step - loss: 2.0112e-05 - mean_squared_error: 2.0112e-05 - val_loss: 2.4984e-06 - val_mean_squared_error: 2.4984e-06
Epoch 5/500
2012/2016 [============================>.] - ETA: 0s - loss: 2.0510e-05 - mean_squared_error: 2.0510e-05
Epoch 00005: loss did not improve from 0.00002
2016/2016 [==============================] - 10s 5ms/step - loss: 2.0492e-05 - mean_squared_error: 2.0492e-05 - val_loss: 1.5979e-06 - val_mean_squared_error: 1.5979e-06
Epoch 6/500
2012/2016 [============================>.] - ETA: 0s - loss: 1.8534e-05 - mean_squared_error: 1.8534e-05
Epoch 00006: loss improved from 0.00002 to 0.00002, saving model to ./model_LSTM/8\06-0.0000.hdf5
2016/2016 [==============================] - 11s 5ms/step - loss: 1.8509e-05 - mean_squared_error: 1.8509e-05 - val_loss: 1.7157e-06 - val_mean_squared_error: 1.7157e-06
Epoch 7/500
2011/2016 [============================>.] - ETA: 0s - loss: 2.1831e-05 - mean_squared_error: 2.1831e-05
Epoch 00007: loss did not improve from 0.00002
2016/2016 [==============================] - 12s 6ms/step - loss: 2.1792e-05 - mean_squared_error: 2.1792e-05 - val_loss: 1.6204e-06 - val_mean_squared_error: 1.6204e-06
Epoch 8/500
2011/2016 [============================>.] - ETA: 0s - loss: 1.9529e-05 - mean_squared_error: 1.9529e-05
Epoch 00008: loss did not improve from 0.00002
2016/2016 [==============================] - 18s 9ms/step - loss: 1.9496e-05 - mean_squared_error: 1.9496e-05 - val_loss: 1.6099e-06 - val_mean_squared_error: 1.6099e-06
Epoch 9/500
2016/2016 [==============================] - ETA: 0s - loss: 1.8414e-05 - mean_squared_error: 1.8414e-05
Epoch 00009: loss improved from 0.00002 to 0.00002, saving model to ./model_LSTM/8\09-0.0000.hdf5
2016/2016 [==============================] - 17s 8ms/step - loss: 1.8414e-05 - mean_squared_error: 1.8414e-05 - val_loss: 1.6119e-06 - val_mean_squared_error: 1.6119e-06
Epoch 10/500
2013/2016 [============================>.] - ETA: 0s - loss: 2.0530e-05 - mean_squared_error: 2.0530e-05
Epoch 00010: loss did not improve from 0.00002
2016/2016 [==============================] - 13s 6ms/step - loss: 2.0515e-05 - mean_squared_error: 2.0515e-05 - val_loss: 3.1871e-06 - val_mean_squared_error: 3.1871e-06
Epoch 11/500
2011/2016 [============================>.] - ETA: 0s - loss: 1.8699e-05 - mean_squared_error: 1.8699e-05
Epoch 00011: loss did not improve from 0.00002
2016/2016 [==============================] - 11s 6ms/step - loss: 1.8670e-05 - mean_squared_error: 1.8670e-05 - val_loss: 1.6262e-06 - val_mean_squared_error: 1.6262e-06
Epoch 12/500
2008/2016 [============================>.] - ETA: 0s - loss: 1.8705e-05 - mean_squared_error: 1.8705e-05
Epoch 00012: loss did not improve from 0.00002
2016/2016 [==============================] - 9s 5ms/step - loss: 1.8678e-05 - mean_squared_error: 1.8678e-05 - val_loss: 2.1857e-05 - val_mean_squared_error: 2.1857e-05
Epoch 13/500
2009/2016 [============================>.] - ETA: 0s - loss: 1.9626e-05 - mean_squared_error: 1.9626e-05
Epoch 00013: loss did not improve from 0.00002
2016/2016 [==============================] - 10s 5ms/step - loss: 1.9651e-05 - mean_squared_error: 1.9651e-05 - val_loss: 3.7173e-06 - val_mean_squared_error: 3.7173e-06
Epoch 14/500
2010/2016 [============================>.] - ETA: 0s - loss: 1.8984e-05 - mean_squared_error: 1.8984e-05
Epoch 00014: loss did not improve from 0.00002
2016/2016 [==============================] - 10s 5ms/step - loss: 1.8949e-05 - mean_squared_error: 1.8949e-05 - val_loss: 2.0282e-06 - val_mean_squared_error: 2.0282e-06
Epoch 00014: early stopping
Epoch 1/500
2218/2225 [============================>.] - ETA: 0s - loss: 6.2650e-05 - mean_squared_error: 6.2650e-05
Epoch 00001: loss improved from inf to 0.00006, saving model to ./model_LSTM/9\01-0.0000.hdf5
2225/2225 [==============================] - 11s 5ms/step - loss: 6.2675e-05 - mean_squared_error: 6.2675e-05 - val_loss: 3.4000e-05 - val_mean_squared_error: 3.4000e-05
Epoch 2/500
2225/2225 [==============================] - ETA: 0s - loss: 5.8843e-05 - mean_squared_error: 5.8843e-05
Epoch 00002: loss improved from 0.00006 to 0.00006, saving model to ./model_LSTM/9\02-0.0000.hdf5
2225/2225 [==============================] - 11s 5ms/step - loss: 5.8843e-05 - mean_squared_error: 5.8843e-05 - val_loss: 3.2268e-05 - val_mean_squared_error: 3.2268e-05
Epoch 3/500
2221/2225 [============================>.] - ETA: 0s - loss: 5.7470e-05 - mean_squared_error: 5.7470e-05
Epoch 00003: loss improved from 0.00006 to 0.00006, saving model to ./model_LSTM/9\03-0.0000.hdf5
2225/2225 [==============================] - 11s 5ms/step - loss: 5.7527e-05 - mean_squared_error: 5.7527e-05 - val_loss: 3.3562e-05 - val_mean_squared_error: 3.3562e-05
Epoch 4/500
2223/2225 [============================>.] - ETA: 0s - loss: 5.7079e-05 - mean_squared_error: 5.7079e-05
Epoch 00004: loss improved from 0.00006 to 0.00006, saving model to ./model_LSTM/9\04-0.0000.hdf5
2225/2225 [==============================] - 12s 5ms/step - loss: 5.7148e-05 - mean_squared_error: 5.7148e-05 - val_loss: 3.3416e-05 - val_mean_squared_error: 3.3416e-05
Epoch 5/500
2217/2225 [============================>.] - ETA: 0s - loss: 5.6956e-05 - mean_squared_error: 5.6956e-05
Epoch 00005: loss improved from 0.00006 to 0.00006, saving model to ./model_LSTM/9\05-0.0000.hdf5
2225/2225 [==============================] - 12s 6ms/step - loss: 5.6972e-05 - mean_squared_error: 5.6972e-05 - val_loss: 3.2683e-05 - val_mean_squared_error: 3.2683e-05
Epoch 6/500
2220/2225 [============================>.] - ETA: 0s - loss: 5.7252e-05 - mean_squared_error: 5.7252e-05
Epoch 00006: loss did not improve from 0.00006
2225/2225 [==============================] - 13s 6ms/step - loss: 5.7221e-05 - mean_squared_error: 5.7221e-05 - val_loss: 3.4816e-05 - val_mean_squared_error: 3.4816e-05
Epoch 7/500
2222/2225 [============================>.] - ETA: 0s - loss: 5.6349e-05 - mean_squared_error: 5.6349e-05
Epoch 00007: loss improved from 0.00006 to 0.00006, saving model to ./model_LSTM/9\07-0.0000.hdf5
2225/2225 [==============================] - 14s 6ms/step - loss: 5.6309e-05 - mean_squared_error: 5.6309e-05 - val_loss: 3.4251e-05 - val_mean_squared_error: 3.4251e-05
Epoch 8/500
2223/2225 [============================>.] - ETA: 0s - loss: 5.6624e-05 - mean_squared_error: 5.6624e-05
Epoch 00008: loss did not improve from 0.00006
2225/2225 [==============================] - 12s 5ms/step - loss: 5.6649e-05 - mean_squared_error: 5.6649e-05 - val_loss: 3.7245e-05 - val_mean_squared_error: 3.7245e-05
Epoch 9/500
2214/2225 [============================>.] - ETA: 0s - loss: 5.5837e-05 - mean_squared_error: 5.5837e-05
Epoch 00009: loss improved from 0.00006 to 0.00006, saving model to ./model_LSTM/9\09-0.0000.hdf5
2225/2225 [==============================] - 11s 5ms/step - loss: 5.6031e-05 - mean_squared_error: 5.6031e-05 - val_loss: 3.2966e-05 - val_mean_squared_error: 3.2966e-05
Epoch 10/500
2223/2225 [============================>.] - ETA: 0s - loss: 5.5612e-05 - mean_squared_error: 5.5612e-05
Epoch 00010: loss improved from 0.00006 to 0.00006, saving model to ./model_LSTM/9\10-0.0000.hdf5
2225/2225 [==============================] - 11s 5ms/step - loss: 5.5591e-05 - mean_squared_error: 5.5591e-05 - val_loss: 4.0016e-05 - val_mean_squared_error: 4.0016e-05
Epoch 11/500
2221/2225 [============================>.] - ETA: 0s - loss: 5.6118e-05 - mean_squared_error: 5.6118e-05
Epoch 00011: loss did not improve from 0.00006
2225/2225 [==============================] - 10s 5ms/step - loss: 5.6145e-05 - mean_squared_error: 5.6145e-05 - val_loss: 3.2252e-05 - val_mean_squared_error: 3.2252e-05
Epoch 12/500
2221/2225 [============================>.] - ETA: 0s - loss: 5.5683e-05 - mean_squared_error: 5.5683e-05
Epoch 00012: loss did not improve from 0.00006
2225/2225 [==============================] - 11s 5ms/step - loss: 5.5637e-05 - mean_squared_error: 5.5637e-05 - val_loss: 3.3058e-05 - val_mean_squared_error: 3.3058e-05
Epoch 13/500
2219/2225 [============================>.] - ETA: 0s - loss: 5.5778e-05 - mean_squared_error: 5.5778e-05
Epoch 00013: loss did not improve from 0.00006
2225/2225 [==============================] - 11s 5ms/step - loss: 5.5746e-05 - mean_squared_error: 5.5746e-05 - val_loss: 3.3417e-05 - val_mean_squared_error: 3.3417e-05
Epoch 14/500
2225/2225 [==============================] - ETA: 0s - loss: 5.5068e-05 - mean_squared_error: 5.5068e-05
Epoch 00014: loss improved from 0.00006 to 0.00006, saving model to ./model_LSTM/9\14-0.0000.hdf5
2225/2225 [==============================] - 11s 5ms/step - loss: 5.5068e-05 - mean_squared_error: 5.5068e-05 - val_loss: 3.4992e-05 - val_mean_squared_error: 3.4992e-05
Epoch 15/500
2222/2225 [============================>.] - ETA: 0s - loss: 5.5662e-05 - mean_squared_error: 5.5662e-05
Epoch 00015: loss did not improve from 0.00006
2225/2225 [==============================] - 11s 5ms/step - loss: 5.5641e-05 - mean_squared_error: 5.5641e-05 - val_loss: 3.2723e-05 - val_mean_squared_error: 3.2723e-05
Epoch 16/500
2220/2225 [============================>.] - ETA: 0s - loss: 5.4649e-05 - mean_squared_error: 5.4649e-05
Epoch 00016: loss improved from 0.00006 to 0.00005, saving model to ./model_LSTM/9\16-0.0000.hdf5
2225/2225 [==============================] - 12s 5ms/step - loss: 5.4622e-05 - mean_squared_error: 5.4622e-05 - val_loss: 3.1401e-05 - val_mean_squared_error: 3.1401e-05
Epoch 17/500
2220/2225 [============================>.] - ETA: 0s - loss: 5.5294e-05 - mean_squared_error: 5.5294e-05
Epoch 00017: loss did not improve from 0.00005
2225/2225 [==============================] - 12s 5ms/step - loss: 5.5308e-05 - mean_squared_error: 5.5308e-05 - val_loss: 3.8211e-05 - val_mean_squared_error: 3.8211e-05
Epoch 18/500
2222/2225 [============================>.] - ETA: 0s - loss: 5.4989e-05 - mean_squared_error: 5.4989e-05
Epoch 00018: loss did not improve from 0.00005
2225/2225 [==============================] - 13s 6ms/step - loss: 5.4986e-05 - mean_squared_error: 5.4986e-05 - val_loss: 3.2835e-05 - val_mean_squared_error: 3.2835e-05
Epoch 19/500
2221/2225 [============================>.] - ETA: 0s - loss: 5.5095e-05 - mean_squared_error: 5.5095e-05
Epoch 00019: loss did not improve from 0.00005
2225/2225 [==============================] - 15s 7ms/step - loss: 5.5043e-05 - mean_squared_error: 5.5043e-05 - val_loss: 3.4916e-05 - val_mean_squared_error: 3.4916e-05
Epoch 20/500
2224/2225 [============================>.] - ETA: 0s - loss: 5.4803e-05 - mean_squared_error: 5.4803e-05
Epoch 00020: loss did not improve from 0.00005
2225/2225 [==============================] - 13s 6ms/step - loss: 5.4783e-05 - mean_squared_error: 5.4783e-05 - val_loss: 3.6990e-05 - val_mean_squared_error: 3.6990e-05
Epoch 21/500
2218/2225 [============================>.] - ETA: 0s - loss: 5.4672e-05 - mean_squared_error: 5.4672e-05
Epoch 00021: loss did not improve from 0.00005
2225/2225 [==============================] - 11s 5ms/step - loss: 5.4671e-05 - mean_squared_error: 5.4671e-05 - val_loss: 3.1284e-05 - val_mean_squared_error: 3.1284e-05
Epoch 00021: early stopping
Epoch 1/500
2220/2225 [============================>.] - ETA: 0s - loss: 5.4267e-05 - mean_squared_error: 5.4267e-05
Epoch 00001: loss improved from inf to 0.00005, saving model to ./model_LSTM/10\01-0.0000.hdf5
2225/2225 [==============================] - 11s 5ms/step - loss: 5.4331e-05 - mean_squared_error: 5.4331e-05 - val_loss: 3.4775e-05 - val_mean_squared_error: 3.4775e-05
Epoch 2/500
2218/2225 [============================>.] - ETA: 0s - loss: 5.4307e-05 - mean_squared_error: 5.4307e-05
Epoch 00002: loss did not improve from 0.00005
2225/2225 [==============================] - 10s 5ms/step - loss: 5.4338e-05 - mean_squared_error: 5.4338e-05 - val_loss: 3.1035e-05 - val_mean_squared_error: 3.1035e-05
Epoch 3/500
2223/2225 [============================>.] - ETA: 0s - loss: 5.4660e-05 - mean_squared_error: 5.4660e-05
Epoch 00003: loss did not improve from 0.00005
2225/2225 [==============================] - 11s 5ms/step - loss: 5.4654e-05 - mean_squared_error: 5.4654e-05 - val_loss: 3.1406e-05 - val_mean_squared_error: 3.1406e-05
Epoch 4/500
2222/2225 [============================>.] - ETA: 0s - loss: 5.4833e-05 - mean_squared_error: 5.4833e-05
Epoch 00004: loss did not improve from 0.00005
2225/2225 [==============================] - 11s 5ms/step - loss: 5.4789e-05 - mean_squared_error: 5.4789e-05 - val_loss: 3.0799e-05 - val_mean_squared_error: 3.0799e-05
Epoch 5/500
2225/2225 [==============================] - ETA: 0s - loss: 5.4209e-05 - mean_squared_error: 5.4209e-05
Epoch 00005: loss improved from 0.00005 to 0.00005, saving model to ./model_LSTM/10\05-0.0000.hdf5
2225/2225 [==============================] - 11s 5ms/step - loss: 5.4209e-05 - mean_squared_error: 5.4209e-05 - val_loss: 3.0869e-05 - val_mean_squared_error: 3.0869e-05
Epoch 6/500
2218/2225 [============================>.] - ETA: 0s - loss: 5.3898e-05 - mean_squared_error: 5.3898e-05
Epoch 00006: loss improved from 0.00005 to 0.00005, saving model to ./model_LSTM/10\06-0.0000.hdf5
2225/2225 [==============================] - 11s 5ms/step - loss: 5.3916e-05 - mean_squared_error: 5.3916e-05 - val_loss: 3.5709e-05 - val_mean_squared_error: 3.5709e-05
Epoch 7/500
2225/2225 [==============================] - ETA: 0s - loss: 5.3259e-05 - mean_squared_error: 5.3259e-05
Epoch 00007: loss improved from 0.00005 to 0.00005, saving model to ./model_LSTM/10\07-0.0000.hdf5
2225/2225 [==============================] - 11s 5ms/step - loss: 5.3259e-05 - mean_squared_error: 5.3259e-05 - val_loss: 3.3607e-05 - val_mean_squared_error: 3.3607e-05
Epoch 8/500
2218/2225 [============================>.] - ETA: 0s - loss: 5.3806e-05 - mean_squared_error: 5.3806e-05
Epoch 00008: loss did not improve from 0.00005
2225/2225 [==============================] - 12s 5ms/step - loss: 5.3744e-05 - mean_squared_error: 5.3744e-05 - val_loss: 3.2237e-05 - val_mean_squared_error: 3.2237e-05
Epoch 9/500
2221/2225 [============================>.] - ETA: 0s - loss: 5.3874e-05 - mean_squared_error: 5.3874e-05
Epoch 00009: loss did not improve from 0.00005
2225/2225 [==============================] - 13s 6ms/step - loss: 5.3856e-05 - mean_squared_error: 5.3856e-05 - val_loss: 3.1338e-05 - val_mean_squared_error: 3.1338e-05
Epoch 10/500
2224/2225 [============================>.] - ETA: 0s - loss: 5.3941e-05 - mean_squared_error: 5.3941e-05
Epoch 00010: loss did not improve from 0.00005
2225/2225 [==============================] - 14s 6ms/step - loss: 5.3938e-05 - mean_squared_error: 5.3938e-05 - val_loss: 4.5968e-05 - val_mean_squared_error: 4.5968e-05
Epoch 11/500
2224/2225 [============================>.] - ETA: 0s - loss: 5.3606e-05 - mean_squared_error: 5.3606e-05
Epoch 00011: loss did not improve from 0.00005
2225/2225 [==============================] - 14s 6ms/step - loss: 5.3592e-05 - mean_squared_error: 5.3592e-05 - val_loss: 3.1233e-05 - val_mean_squared_error: 3.1233e-05
Epoch 12/500
2215/2225 [============================>.] - ETA: 0s - loss: 5.4191e-05 - mean_squared_error: 5.4191e-05
Epoch 00012: loss did not improve from 0.00005
2225/2225 [==============================] - 12s 5ms/step - loss: 5.4128e-05 - mean_squared_error: 5.4128e-05 - val_loss: 3.5970e-05 - val_mean_squared_error: 3.5970e-05
Epoch 00012: early stopping
Epoch 1/500
618/618 [==============================] - ETA: 0s - loss: 1.2285e-05 - mean_squared_error: 1.2285e-05
Epoch 00001: loss improved from inf to 0.00001, saving model to ./model_LSTM/11\01-0.0002.hdf5
618/618 [==============================] - 3s 5ms/step - loss: 1.2285e-05 - mean_squared_error: 1.2285e-05 - val_loss: 1.7660e-04 - val_mean_squared_error: 1.7660e-04
Epoch 2/500
611/618 [============================>.] - ETA: 0s - loss: 1.0348e-05 - mean_squared_error: 1.0348e-05
Epoch 00002: loss improved from 0.00001 to 0.00001, saving model to ./model_LSTM/11\02-0.0002.hdf5
618/618 [==============================] - 3s 5ms/step - loss: 1.0268e-05 - mean_squared_error: 1.0268e-05 - val_loss: 1.6705e-04 - val_mean_squared_error: 1.6705e-04
Epoch 3/500
618/618 [==============================] - ETA: 0s - loss: 9.4477e-06 - mean_squared_error: 9.4477e-06
Epoch 00003: loss improved from 0.00001 to 0.00001, saving model to ./model_LSTM/11\03-0.0002.hdf5
618/618 [==============================] - 3s 5ms/step - loss: 9.4477e-06 - mean_squared_error: 9.4477e-06 - val_loss: 1.6239e-04 - val_mean_squared_error: 1.6239e-04
Epoch 4/500
612/618 [============================>.] - ETA: 0s - loss: 9.5840e-06 - mean_squared_error: 9.5840e-06
Epoch 00004: loss did not improve from 0.00001
618/618 [==============================] - 3s 5ms/step - loss: 9.5108e-06 - mean_squared_error: 9.5108e-06 - val_loss: 1.6426e-04 - val_mean_squared_error: 1.6426e-04
Epoch 5/500
612/618 [============================>.] - ETA: 0s - loss: 9.1726e-06 - mean_squared_error: 9.1726e-06
Epoch 00005: loss improved from 0.00001 to 0.00001, saving model to ./model_LSTM/11\05-0.0002.hdf5
618/618 [==============================] - 3s 5ms/step - loss: 9.2844e-06 - mean_squared_error: 9.2844e-06 - val_loss: 1.7437e-04 - val_mean_squared_error: 1.7437e-04
Epoch 6/500
617/618 [============================>.] - ETA: 0s - loss: 8.8050e-06 - mean_squared_error: 8.8050e-06
Epoch 00006: loss improved from 0.00001 to 0.00001, saving model to ./model_LSTM/11\06-0.0002.hdf5
618/618 [==============================] - 3s 5ms/step - loss: 9.1408e-06 - mean_squared_error: 9.1408e-06 - val_loss: 2.0405e-04 - val_mean_squared_error: 2.0405e-04
Epoch 7/500
613/618 [============================>.] - ETA: 0s - loss: 9.6621e-06 - mean_squared_error: 9.6621e-06
Epoch 00007: loss did not improve from 0.00001
618/618 [==============================] - 3s 5ms/step - loss: 9.6041e-06 - mean_squared_error: 9.6041e-06 - val_loss: 2.0135e-04 - val_mean_squared_error: 2.0135e-04
Epoch 8/500
615/618 [============================>.] - ETA: 0s - loss: 8.6065e-06 - mean_squared_error: 8.6065e-06
Epoch 00008: loss improved from 0.00001 to 0.00001, saving model to ./model_LSTM/11\08-0.0002.hdf5
618/618 [==============================] - 3s 5ms/step - loss: 8.5850e-06 - mean_squared_error: 8.5850e-06 - val_loss: 1.7718e-04 - val_mean_squared_error: 1.7718e-04
Epoch 9/500
608/618 [============================>.] - ETA: 0s - loss: 8.9756e-06 - mean_squared_error: 8.9756e-06
Epoch 00009: loss did not improve from 0.00001
618/618 [==============================] - 3s 5ms/step - loss: 8.8715e-06 - mean_squared_error: 8.8715e-06 - val_loss: 2.2802e-04 - val_mean_squared_error: 2.2802e-04
Epoch 10/500
606/618 [============================>.] - ETA: 0s - loss: 9.3634e-06 - mean_squared_error: 9.3634e-06
Epoch 00010: loss did not improve from 0.00001
618/618 [==============================] - 3s 5ms/step - loss: 9.2592e-06 - mean_squared_error: 9.2592e-06 - val_loss: 2.3618e-04 - val_mean_squared_error: 2.3618e-04
Epoch 11/500
607/618 [============================>.] - ETA: 0s - loss: 8.3567e-06 - mean_squared_error: 8.3567e-06
Epoch 00011: loss did not improve from 0.00001
618/618 [==============================] - 3s 5ms/step - loss: 8.7137e-06 - mean_squared_error: 8.7137e-06 - val_loss: 2.1612e-04 - val_mean_squared_error: 2.1612e-04
Epoch 12/500
611/618 [============================>.] - ETA: 0s - loss: 8.9323e-06 - mean_squared_error: 8.9323e-06
Epoch 00012: loss did not improve from 0.00001
618/618 [==============================] - 3s 5ms/step - loss: 8.8483e-06 - mean_squared_error: 8.8483e-06 - val_loss: 1.9895e-04 - val_mean_squared_error: 1.9895e-04
Epoch 13/500
618/618 [==============================] - ETA: 0s - loss: 9.1332e-06 - mean_squared_error: 9.1332e-06
Epoch 00013: loss did not improve from 0.00001
618/618 [==============================] - 3s 5ms/step - loss: 9.1332e-06 - mean_squared_error: 9.1332e-06 - val_loss: 2.2816e-04 - val_mean_squared_error: 2.2816e-04
Epoch 00013: early stopping
Epoch 1/500
2121/2127 [============================>.] - ETA: 0s - loss: 4.5760e-05 - mean_squared_error: 4.5760e-05
Epoch 00001: loss improved from inf to 0.00005, saving model to ./model_LSTM/12\01-0.0000.hdf5
2127/2127 [==============================] - 10s 5ms/step - loss: 4.5958e-05 - mean_squared_error: 4.5958e-05 - val_loss: 3.5000e-05 - val_mean_squared_error: 3.5000e-05
Epoch 2/500
2127/2127 [==============================] - ETA: 0s - loss: 4.2532e-05 - mean_squared_error: 4.2532e-05
Epoch 00002: loss improved from 0.00005 to 0.00004, saving model to ./model_LSTM/12\02-0.0000.hdf5
2127/2127 [==============================] - 10s 5ms/step - loss: 4.2532e-05 - mean_squared_error: 4.2532e-05 - val_loss: 2.4488e-05 - val_mean_squared_error: 2.4488e-05
Epoch 3/500
2124/2127 [============================>.] - ETA: 0s - loss: 4.2324e-05 - mean_squared_error: 4.2324e-05
Epoch 00003: loss improved from 0.00004 to 0.00004, saving model to ./model_LSTM/12\03-0.0000.hdf5
2127/2127 [==============================] - 11s 5ms/step - loss: 4.2300e-05 - mean_squared_error: 4.2300e-05 - val_loss: 2.2699e-05 - val_mean_squared_error: 2.2699e-05
Epoch 4/500
2127/2127 [==============================] - ETA: 0s - loss: 4.0182e-05 - mean_squared_error: 4.0182e-05
Epoch 00004: loss improved from 0.00004 to 0.00004, saving model to ./model_LSTM/12\04-0.0000.hdf5
2127/2127 [==============================] - 11s 5ms/step - loss: 4.0182e-05 - mean_squared_error: 4.0182e-05 - val_loss: 2.4252e-05 - val_mean_squared_error: 2.4252e-05
Epoch 5/500
2123/2127 [============================>.] - ETA: 0s - loss: 4.1805e-05 - mean_squared_error: 4.1805e-05
Epoch 00005: loss did not improve from 0.00004
2127/2127 [==============================] - 12s 5ms/step - loss: 4.1754e-05 - mean_squared_error: 4.1754e-05 - val_loss: 2.2457e-05 - val_mean_squared_error: 2.2457e-05
Epoch 6/500
2123/2127 [============================>.] - ETA: 0s - loss: 4.0371e-05 - mean_squared_error: 4.0371e-05
Epoch 00006: loss did not improve from 0.00004
2127/2127 [==============================] - 12s 6ms/step - loss: 4.0420e-05 - mean_squared_error: 4.0420e-05 - val_loss: 2.4099e-05 - val_mean_squared_error: 2.4099e-05
Epoch 7/500
2121/2127 [============================>.] - ETA: 0s - loss: 4.0469e-05 - mean_squared_error: 4.0469e-05
Epoch 00007: loss did not improve from 0.00004
2127/2127 [==============================] - 13s 6ms/step - loss: 4.0383e-05 - mean_squared_error: 4.0383e-05 - val_loss: 2.1043e-05 - val_mean_squared_error: 2.1043e-05
Epoch 8/500
2120/2127 [============================>.] - ETA: 0s - loss: 3.9912e-05 - mean_squared_error: 3.9912e-05
Epoch 00008: loss improved from 0.00004 to 0.00004, saving model to ./model_LSTM/12\08-0.0000.hdf5
2127/2127 [==============================] - 13s 6ms/step - loss: 3.9850e-05 - mean_squared_error: 3.9850e-05 - val_loss: 2.1136e-05 - val_mean_squared_error: 2.1136e-05
Epoch 9/500
2118/2127 [============================>.] - ETA: 0s - loss: 3.9632e-05 - mean_squared_error: 3.9632e-05
Epoch 00009: loss did not improve from 0.00004
2127/2127 [==============================] - 12s 5ms/step - loss: 3.9869e-05 - mean_squared_error: 3.9869e-05 - val_loss: 2.5674e-05 - val_mean_squared_error: 2.5674e-05
Epoch 10/500
2125/2127 [============================>.] - ETA: 0s - loss: 3.9157e-05 - mean_squared_error: 3.9157e-05
Epoch 00010: loss improved from 0.00004 to 0.00004, saving model to ./model_LSTM/12\10-0.0000.hdf5
2127/2127 [==============================] - 11s 5ms/step - loss: 3.9149e-05 - mean_squared_error: 3.9149e-05 - val_loss: 2.2675e-05 - val_mean_squared_error: 2.2675e-05
Epoch 11/500
2119/2127 [============================>.] - ETA: 0s - loss: 3.9811e-05 - mean_squared_error: 3.9811e-05
Epoch 00011: loss did not improve from 0.00004
2127/2127 [==============================] - 10s 5ms/step - loss: 3.9849e-05 - mean_squared_error: 3.9849e-05 - val_loss: 2.4047e-05 - val_mean_squared_error: 2.4047e-05
Epoch 12/500
2125/2127 [============================>.] - ETA: 0s - loss: 4.0043e-05 - mean_squared_error: 4.0043e-05
Epoch 00012: loss did not improve from 0.00004
2127/2127 [==============================] - 10s 5ms/step - loss: 4.0049e-05 - mean_squared_error: 4.0049e-05 - val_loss: 2.2897e-05 - val_mean_squared_error: 2.2897e-05
Epoch 13/500
2127/2127 [==============================] - ETA: 0s - loss: 3.8437e-05 - mean_squared_error: 3.8437e-05
Epoch 00013: loss improved from 0.00004 to 0.00004, saving model to ./model_LSTM/12\13-0.0000.hdf5
2127/2127 [==============================] - 10s 5ms/step - loss: 3.8437e-05 - mean_squared_error: 3.8437e-05 - val_loss: 3.0896e-05 - val_mean_squared_error: 3.0896e-05
Epoch 14/500
2122/2127 [============================>.] - ETA: 0s - loss: 3.8337e-05 - mean_squared_error: 3.8337e-05
Epoch 00014: loss improved from 0.00004 to 0.00004, saving model to ./model_LSTM/12\14-0.0000.hdf5
2127/2127 [==============================] - 10s 5ms/step - loss: 3.8274e-05 - mean_squared_error: 3.8274e-05 - val_loss: 2.5512e-05 - val_mean_squared_error: 2.5512e-05
Epoch 15/500
2125/2127 [============================>.] - ETA: 0s - loss: 3.8868e-05 - mean_squared_error: 3.8868e-05
Epoch 00015: loss did not improve from 0.00004
2127/2127 [==============================] - 10s 5ms/step - loss: 3.8845e-05 - mean_squared_error: 3.8845e-05 - val_loss: 2.4700e-05 - val_mean_squared_error: 2.4700e-05
Epoch 16/500
2121/2127 [============================>.] - ETA: 0s - loss: 3.7887e-05 - mean_squared_error: 3.7887e-05
Epoch 00016: loss improved from 0.00004 to 0.00004, saving model to ./model_LSTM/12\16-0.0000.hdf5
2127/2127 [==============================] - 10s 5ms/step - loss: 3.7802e-05 - mean_squared_error: 3.7802e-05 - val_loss: 2.4075e-05 - val_mean_squared_error: 2.4075e-05
Epoch 17/500
2123/2127 [============================>.] - ETA: 0s - loss: 3.9019e-05 - mean_squared_error: 3.9019e-05
Epoch 00017: loss did not improve from 0.00004
2127/2127 [==============================] - 11s 5ms/step - loss: 3.8961e-05 - mean_squared_error: 3.8961e-05 - val_loss: 2.3582e-05 - val_mean_squared_error: 2.3582e-05
Epoch 18/500
2122/2127 [============================>.] - ETA: 0s - loss: 3.7583e-05 - mean_squared_error: 3.7583e-05
Epoch 00018: loss improved from 0.00004 to 0.00004, saving model to ./model_LSTM/12\18-0.0000.hdf5
2127/2127 [==============================] - 11s 5ms/step - loss: 3.7511e-05 - mean_squared_error: 3.7511e-05 - val_loss: 2.4047e-05 - val_mean_squared_error: 2.4047e-05
Epoch 19/500
2123/2127 [============================>.] - ETA: 0s - loss: 3.8316e-05 - mean_squared_error: 3.8316e-05
Epoch 00019: loss did not improve from 0.00004
2127/2127 [==============================] - 12s 6ms/step - loss: 3.8263e-05 - mean_squared_error: 3.8263e-05 - val_loss: 2.3347e-05 - val_mean_squared_error: 2.3347e-05
Epoch 20/500
2123/2127 [============================>.] - ETA: 0s - loss: 3.7815e-05 - mean_squared_error: 3.7815e-05
Epoch 00020: loss did not improve from 0.00004
2127/2127 [==============================] - 12s 6ms/step - loss: 3.7764e-05 - mean_squared_error: 3.7764e-05 - val_loss: 2.3888e-05 - val_mean_squared_error: 2.3888e-05
Epoch 21/500
2126/2127 [============================>.] - ETA: 0s - loss: 3.7915e-05 - mean_squared_error: 3.7915e-05
Epoch 00021: loss did not improve from 0.00004
2127/2127 [==============================] - 13s 6ms/step - loss: 3.7909e-05 - mean_squared_error: 3.7909e-05 - val_loss: 2.7892e-05 - val_mean_squared_error: 2.7892e-05
Epoch 22/500
2117/2127 [============================>.] - ETA: 0s - loss: 3.7266e-05 - mean_squared_error: 3.7266e-05
Epoch 00022: loss improved from 0.00004 to 0.00004, saving model to ./model_LSTM/12\22-0.0000.hdf5
2127/2127 [==============================] - 11s 5ms/step - loss: 3.7168e-05 - mean_squared_error: 3.7168e-05 - val_loss: 2.4451e-05 - val_mean_squared_error: 2.4451e-05
Epoch 23/500
2127/2127 [==============================] - ETA: 0s - loss: 3.7479e-05 - mean_squared_error: 3.7479e-05
Epoch 00023: loss did not improve from 0.00004
2127/2127 [==============================] - 11s 5ms/step - loss: 3.7479e-05 - mean_squared_error: 3.7479e-05 - val_loss: 2.3817e-05 - val_mean_squared_error: 2.3817e-05
Epoch 24/500
2120/2127 [============================>.] - ETA: 0s - loss: 3.6971e-05 - mean_squared_error: 3.6971e-05
Epoch 00024: loss improved from 0.00004 to 0.00004, saving model to ./model_LSTM/12\24-0.0000.hdf5
2127/2127 [==============================] - 10s 5ms/step - loss: 3.7062e-05 - mean_squared_error: 3.7062e-05 - val_loss: 2.7276e-05 - val_mean_squared_error: 2.7276e-05
Epoch 25/500
2124/2127 [============================>.] - ETA: 0s - loss: 3.8113e-05 - mean_squared_error: 3.8113e-05
Epoch 00025: loss did not improve from 0.00004
2127/2127 [==============================] - 10s 5ms/step - loss: 3.8074e-05 - mean_squared_error: 3.8074e-05 - val_loss: 2.2571e-05 - val_mean_squared_error: 2.2571e-05
Epoch 26/500
2127/2127 [==============================] - ETA: 0s - loss: 3.6993e-05 - mean_squared_error: 3.6993e-05
Epoch 00026: loss improved from 0.00004 to 0.00004, saving model to ./model_LSTM/12\26-0.0000.hdf5
2127/2127 [==============================] - 10s 5ms/step - loss: 3.6993e-05 - mean_squared_error: 3.6993e-05 - val_loss: 2.3528e-05 - val_mean_squared_error: 2.3528e-05
Epoch 27/500
2118/2127 [============================>.] - ETA: 0s - loss: 3.7388e-05 - mean_squared_error: 3.7388e-05
Epoch 00027: loss did not improve from 0.00004
2127/2127 [==============================] - 10s 5ms/step - loss: 3.7255e-05 - mean_squared_error: 3.7255e-05 - val_loss: 2.4033e-05 - val_mean_squared_error: 2.4033e-05
Epoch 28/500
2116/2127 [============================>.] - ETA: 0s - loss: 3.7365e-05 - mean_squared_error: 3.7365e-05
Epoch 00028: loss did not improve from 0.00004
2127/2127 [==============================] - 10s 5ms/step - loss: 3.7324e-05 - mean_squared_error: 3.7324e-05 - val_loss: 2.4897e-05 - val_mean_squared_error: 2.4897e-05
Epoch 29/500
2125/2127 [============================>.] - ETA: 0s - loss: 3.7335e-05 - mean_squared_error: 3.7335e-05
Epoch 00029: loss did not improve from 0.00004
2127/2127 [==============================] - 10s 5ms/step - loss: 3.7343e-05 - mean_squared_error: 3.7343e-05 - val_loss: 2.7915e-05 - val_mean_squared_error: 2.7915e-05
Epoch 30/500
2118/2127 [============================>.] - ETA: 0s - loss: 3.7394e-05 - mean_squared_error: 3.7394e-05
Epoch 00030: loss did not improve from 0.00004
2127/2127 [==============================] - 11s 5ms/step - loss: 3.7332e-05 - mean_squared_error: 3.7332e-05 - val_loss: 2.7200e-05 - val_mean_squared_error: 2.7200e-05
Epoch 31/500
2126/2127 [============================>.] - ETA: 0s - loss: 3.7444e-05 - mean_squared_error: 3.7444e-05
Epoch 00031: loss did not improve from 0.00004
2127/2127 [==============================] - 11s 5ms/step - loss: 3.7437e-05 - mean_squared_error: 3.7437e-05 - val_loss: 2.6779e-05 - val_mean_squared_error: 2.6779e-05
Epoch 00031: early stopping
Epoch 1/500
1953/1961 [============================>.] - ETA: 0s - loss: 7.0281e-04 - mean_squared_error: 7.0281e-04
Epoch 00001: loss improved from inf to 0.00070, saving model to ./model_LSTM/13\01-0.0005.hdf5
1961/1961 [==============================] - 11s 6ms/step - loss: 7.0297e-04 - mean_squared_error: 7.0297e-04 - val_loss: 4.9350e-04 - val_mean_squared_error: 4.9350e-04
Epoch 2/500
1960/1961 [============================>.] - ETA: 0s - loss: 5.4022e-04 - mean_squared_error: 5.4022e-04
Epoch 00002: loss improved from 0.00070 to 0.00054, saving model to ./model_LSTM/13\02-0.0005.hdf5
1961/1961 [==============================] - 16s 8ms/step - loss: 5.4018e-04 - mean_squared_error: 5.4018e-04 - val_loss: 4.7592e-04 - val_mean_squared_error: 4.7592e-04
Epoch 3/500
1958/1961 [============================>.] - ETA: 0s - loss: 4.9022e-04 - mean_squared_error: 4.9022e-04
Epoch 00003: loss improved from 0.00054 to 0.00049, saving model to ./model_LSTM/13\03-0.0004.hdf5
1961/1961 [==============================] - 13s 7ms/step - loss: 4.8975e-04 - mean_squared_error: 4.8975e-04 - val_loss: 3.7980e-04 - val_mean_squared_error: 3.7980e-04
Epoch 4/500
1951/1961 [============================>.] - ETA: 0s - loss: 4.7117e-04 - mean_squared_error: 4.7117e-04
Epoch 00004: loss improved from 0.00049 to 0.00047, saving model to ./model_LSTM/13\04-0.0004.hdf5
1961/1961 [==============================] - 12s 6ms/step - loss: 4.7007e-04 - mean_squared_error: 4.7007e-04 - val_loss: 3.7743e-04 - val_mean_squared_error: 3.7743e-04
Epoch 5/500
1952/1961 [============================>.] - ETA: 0s - loss: 4.5406e-04 - mean_squared_error: 4.5406e-04
Epoch 00005: loss improved from 0.00047 to 0.00045, saving model to ./model_LSTM/13\05-0.0003.hdf5
1961/1961 [==============================] - 10s 5ms/step - loss: 4.5432e-04 - mean_squared_error: 4.5432e-04 - val_loss: 3.4899e-04 - val_mean_squared_error: 3.4899e-04
Epoch 6/500
1958/1961 [============================>.] - ETA: 0s - loss: 4.4364e-04 - mean_squared_error: 4.4364e-04
Epoch 00006: loss improved from 0.00045 to 0.00044, saving model to ./model_LSTM/13\06-0.0004.hdf5
1961/1961 [==============================] - 10s 5ms/step - loss: 4.4369e-04 - mean_squared_error: 4.4369e-04 - val_loss: 3.5925e-04 - val_mean_squared_error: 3.5925e-04
Epoch 7/500
1954/1961 [============================>.] - ETA: 0s - loss: 4.3078e-04 - mean_squared_error: 4.3078e-04
Epoch 00007: loss improved from 0.00044 to 0.00043, saving model to ./model_LSTM/13\07-0.0003.hdf5
1961/1961 [==============================] - 9s 5ms/step - loss: 4.3058e-04 - mean_squared_error: 4.3058e-04 - val_loss: 3.3235e-04 - val_mean_squared_error: 3.3235e-04
Epoch 8/500
1961/1961 [==============================] - ETA: 0s - loss: 4.1958e-04 - mean_squared_error: 4.1958e-04
Epoch 00008: loss improved from 0.00043 to 0.00042, saving model to ./model_LSTM/13\08-0.0003.hdf5
1961/1961 [==============================] - 10s 5ms/step - loss: 4.1958e-04 - mean_squared_error: 4.1958e-04 - val_loss: 3.3573e-04 - val_mean_squared_error: 3.3573e-04
Epoch 9/500
1954/1961 [============================>.] - ETA: 0s - loss: 4.1119e-04 - mean_squared_error: 4.1119e-04
Epoch 00009: loss improved from 0.00042 to 0.00041, saving model to ./model_LSTM/13\09-0.0003.hdf5
1961/1961 [==============================] - 10s 5ms/step - loss: 4.1090e-04 - mean_squared_error: 4.1090e-04 - val_loss: 3.1524e-04 - val_mean_squared_error: 3.1524e-04
Epoch 10/500
1951/1961 [============================>.] - ETA: 0s - loss: 4.0118e-04 - mean_squared_error: 4.0118e-04
Epoch 00010: loss improved from 0.00041 to 0.00040, saving model to ./model_LSTM/13\10-0.0003.hdf5
1961/1961 [==============================] - 10s 5ms/step - loss: 4.0257e-04 - mean_squared_error: 4.0257e-04 - val_loss: 3.0337e-04 - val_mean_squared_error: 3.0337e-04
Epoch 11/500
1961/1961 [==============================] - ETA: 0s - loss: 3.9822e-04 - mean_squared_error: 3.9822e-04
Epoch 00011: loss improved from 0.00040 to 0.00040, saving model to ./model_LSTM/13\11-0.0003.hdf5
1961/1961 [==============================] - 10s 5ms/step - loss: 3.9822e-04 - mean_squared_error: 3.9822e-04 - val_loss: 3.1376e-04 - val_mean_squared_error: 3.1376e-04
Epoch 12/500
1955/1961 [============================>.] - ETA: 0s - loss: 3.9466e-04 - mean_squared_error: 3.9466e-04
Epoch 00012: loss improved from 0.00040 to 0.00039, saving model to ./model_LSTM/13\12-0.0003.hdf5
1961/1961 [==============================] - 10s 5ms/step - loss: 3.9434e-04 - mean_squared_error: 3.9434e-04 - val_loss: 3.0851e-04 - val_mean_squared_error: 3.0851e-04
Epoch 13/500
1958/1961 [============================>.] - ETA: 0s - loss: 3.8889e-04 - mean_squared_error: 3.8889e-04
Epoch 00013: loss improved from 0.00039 to 0.00039, saving model to ./model_LSTM/13\13-0.0003.hdf5
1961/1961 [==============================] - 11s 5ms/step - loss: 3.8858e-04 - mean_squared_error: 3.8858e-04 - val_loss: 2.9134e-04 - val_mean_squared_error: 2.9134e-04
Epoch 14/500
1956/1961 [============================>.] - ETA: 0s - loss: 3.8735e-04 - mean_squared_error: 3.8735e-04
Epoch 00014: loss improved from 0.00039 to 0.00039, saving model to ./model_LSTM/13\14-0.0003.hdf5
1961/1961 [==============================] - 11s 6ms/step - loss: 3.8739e-04 - mean_squared_error: 3.8739e-04 - val_loss: 2.9848e-04 - val_mean_squared_error: 2.9848e-04
Epoch 15/500
1958/1961 [============================>.] - ETA: 0s - loss: 3.8116e-04 - mean_squared_error: 3.8116e-04
Epoch 00015: loss improved from 0.00039 to 0.00038, saving model to ./model_LSTM/13\15-0.0003.hdf5
1961/1961 [==============================] - 12s 6ms/step - loss: 3.8164e-04 - mean_squared_error: 3.8164e-04 - val_loss: 3.2136e-04 - val_mean_squared_error: 3.2136e-04
Epoch 16/500
1957/1961 [============================>.] - ETA: 0s - loss: 3.8254e-04 - mean_squared_error: 3.8254e-04
Epoch 00016: loss did not improve from 0.00038
1961/1961 [==============================] - 14s 7ms/step - loss: 3.8213e-04 - mean_squared_error: 3.8213e-04 - val_loss: 3.0373e-04 - val_mean_squared_error: 3.0373e-04
Epoch 17/500
1955/1961 [============================>.] - ETA: 0s - loss: 3.7399e-04 - mean_squared_error: 3.7399e-04
Epoch 00017: loss improved from 0.00038 to 0.00037, saving model to ./model_LSTM/13\17-0.0003.hdf5
1961/1961 [==============================] - 12s 6ms/step - loss: 3.7390e-04 - mean_squared_error: 3.7390e-04 - val_loss: 2.9972e-04 - val_mean_squared_error: 2.9972e-04
Epoch 18/500
1957/1961 [============================>.] - ETA: 0s - loss: 3.7749e-04 - mean_squared_error: 3.7749e-04
Epoch 00018: loss did not improve from 0.00037
1961/1961 [==============================] - 12s 6ms/step - loss: 3.7770e-04 - mean_squared_error: 3.7770e-04 - val_loss: 2.9514e-04 - val_mean_squared_error: 2.9514e-04
Epoch 19/500
1953/1961 [============================>.] - ETA: 0s - loss: 3.7109e-04 - mean_squared_error: 3.7109e-04
Epoch 00019: loss improved from 0.00037 to 0.00037, saving model to ./model_LSTM/13\19-0.0003.hdf5
1961/1961 [==============================] - 11s 6ms/step - loss: 3.7069e-04 - mean_squared_error: 3.7069e-04 - val_loss: 3.1260e-04 - val_mean_squared_error: 3.1260e-04
Epoch 20/500
1953/1961 [============================>.] - ETA: 0s - loss: 3.7487e-04 - mean_squared_error: 3.7487e-04
Epoch 00020: loss did not improve from 0.00037
1961/1961 [==============================] - 10s 5ms/step - loss: 3.7413e-04 - mean_squared_error: 3.7413e-04 - val_loss: 3.0770e-04 - val_mean_squared_error: 3.0770e-04
Epoch 21/500
1953/1961 [============================>.] - ETA: 0s - loss: 3.7003e-04 - mean_squared_error: 3.7003e-04
Epoch 00021: loss improved from 0.00037 to 0.00037, saving model to ./model_LSTM/13\21-0.0003.hdf5
1961/1961 [==============================] - 12s 6ms/step - loss: 3.7052e-04 - mean_squared_error: 3.7052e-04 - val_loss: 2.9613e-04 - val_mean_squared_error: 2.9613e-04
Epoch 22/500
1955/1961 [============================>.] - ETA: 0s - loss: 3.7172e-04 - mean_squared_error: 3.7172e-04
Epoch 00022: loss did not improve from 0.00037
1961/1961 [==============================] - 17s 9ms/step - loss: 3.7114e-04 - mean_squared_error: 3.7114e-04 - val_loss: 2.8161e-04 - val_mean_squared_error: 2.8161e-04
Epoch 23/500
1959/1961 [============================>.] - ETA: 0s - loss: 3.6815e-04 - mean_squared_error: 3.6815e-04
Epoch 00023: loss improved from 0.00037 to 0.00037, saving model to ./model_LSTM/13\23-0.0003.hdf5
1961/1961 [==============================] - 16s 8ms/step - loss: 3.6810e-04 - mean_squared_error: 3.6810e-04 - val_loss: 2.9795e-04 - val_mean_squared_error: 2.9795e-04
Epoch 24/500
1958/1961 [============================>.] - ETA: 0s - loss: 3.6571e-04 - mean_squared_error: 3.6571e-04
Epoch 00024: loss improved from 0.00037 to 0.00037, saving model to ./model_LSTM/13\24-0.0003.hdf5
1961/1961 [==============================] - 14s 7ms/step - loss: 3.6570e-04 - mean_squared_error: 3.6570e-04 - val_loss: 3.0364e-04 - val_mean_squared_error: 3.0364e-04
Epoch 25/500
1960/1961 [============================>.] - ETA: 0s - loss: 3.6460e-04 - mean_squared_error: 3.6460e-04
Epoch 00025: loss improved from 0.00037 to 0.00036, saving model to ./model_LSTM/13\25-0.0003.hdf5
1961/1961 [==============================] - 12s 6ms/step - loss: 3.6461e-04 - mean_squared_error: 3.6461e-04 - val_loss: 3.0585e-04 - val_mean_squared_error: 3.0585e-04
Epoch 26/500
1961/1961 [==============================] - ETA: 0s - loss: 3.6202e-04 - mean_squared_error: 3.6202e-04
Epoch 00026: loss improved from 0.00036 to 0.00036, saving model to ./model_LSTM/13\26-0.0003.hdf5
1961/1961 [==============================] - 12s 6ms/step - loss: 3.6202e-04 - mean_squared_error: 3.6202e-04 - val_loss: 2.8410e-04 - val_mean_squared_error: 2.8410e-04
Epoch 27/500
1960/1961 [============================>.] - ETA: 0s - loss: 3.6230e-04 - mean_squared_error: 3.6230e-04
Epoch 00027: loss did not improve from 0.00036
1961/1961 [==============================] - 13s 7ms/step - loss: 3.6227e-04 - mean_squared_error: 3.6227e-04 - val_loss: 2.8589e-04 - val_mean_squared_error: 2.8589e-04
Epoch 28/500
1954/1961 [============================>.] - ETA: 0s - loss: 3.6058e-04 - mean_squared_error: 3.6058e-04
Epoch 00028: loss improved from 0.00036 to 0.00036, saving model to ./model_LSTM/13\28-0.0003.hdf5
1961/1961 [==============================] - 12s 6ms/step - loss: 3.6013e-04 - mean_squared_error: 3.6013e-04 - val_loss: 2.8398e-04 - val_mean_squared_error: 2.8398e-04
Epoch 29/500
1961/1961 [==============================] - ETA: 0s - loss: 3.5842e-04 - mean_squared_error: 3.5842e-04
Epoch 00029: loss improved from 0.00036 to 0.00036, saving model to ./model_LSTM/13\29-0.0003.hdf5
1961/1961 [==============================] - 12s 6ms/step - loss: 3.5842e-04 - mean_squared_error: 3.5842e-04 - val_loss: 3.0745e-04 - val_mean_squared_error: 3.0745e-04
Epoch 30/500
1954/1961 [============================>.] - ETA: 0s - loss: 3.5927e-04 - mean_squared_error: 3.5927e-04
Epoch 00030: loss did not improve from 0.00036
1961/1961 [==============================] - 11s 6ms/step - loss: 3.5914e-04 - mean_squared_error: 3.5914e-04 - val_loss: 3.2257e-04 - val_mean_squared_error: 3.2257e-04
Epoch 31/500
1960/1961 [============================>.] - ETA: 0s - loss: 3.6112e-04 - mean_squared_error: 3.6112e-04
Epoch 00031: loss did not improve from 0.00036
1961/1961 [==============================] - 10s 5ms/step - loss: 3.6112e-04 - mean_squared_error: 3.6112e-04 - val_loss: 2.8065e-04 - val_mean_squared_error: 2.8065e-04
Epoch 32/500
1955/1961 [============================>.] - ETA: 0s - loss: 3.5801e-04 - mean_squared_error: 3.5801e-04
Epoch 00032: loss improved from 0.00036 to 0.00036, saving model to ./model_LSTM/13\32-0.0003.hdf5
1961/1961 [==============================] - 10s 5ms/step - loss: 3.5829e-04 - mean_squared_error: 3.5829e-04 - val_loss: 2.7462e-04 - val_mean_squared_error: 2.7462e-04
Epoch 33/500
1960/1961 [============================>.] - ETA: 0s - loss: 3.5513e-04 - mean_squared_error: 3.5513e-04
Epoch 00033: loss improved from 0.00036 to 0.00036, saving model to ./model_LSTM/13\33-0.0003.hdf5
1961/1961 [==============================] - 14s 7ms/step - loss: 3.5526e-04 - mean_squared_error: 3.5526e-04 - val_loss: 2.7059e-04 - val_mean_squared_error: 2.7059e-04
Epoch 34/500
1957/1961 [============================>.] - ETA: 0s - loss: 3.5366e-04 - mean_squared_error: 3.5366e-04
Epoch 00034: loss improved from 0.00036 to 0.00035, saving model to ./model_LSTM/13\34-0.0003.hdf5
1961/1961 [==============================] - 14s 7ms/step - loss: 3.5467e-04 - mean_squared_error: 3.5467e-04 - val_loss: 3.3153e-04 - val_mean_squared_error: 3.3153e-04
Epoch 35/500
1954/1961 [============================>.] - ETA: 0s - loss: 3.5170e-04 - mean_squared_error: 3.5170e-04
Epoch 00035: loss improved from 0.00035 to 0.00035, saving model to ./model_LSTM/13\35-0.0003.hdf5
1961/1961 [==============================] - 12s 6ms/step - loss: 3.5168e-04 - mean_squared_error: 3.5168e-04 - val_loss: 2.7174e-04 - val_mean_squared_error: 2.7174e-04
Epoch 36/500
1960/1961 [============================>.] - ETA: 0s - loss: 3.5178e-04 - mean_squared_error: 3.5178e-04
Epoch 00036: loss did not improve from 0.00035
1961/1961 [==============================] - 12s 6ms/step - loss: 3.5177e-04 - mean_squared_error: 3.5177e-04 - val_loss: 2.7867e-04 - val_mean_squared_error: 2.7867e-04
Epoch 37/500
1956/1961 [============================>.] - ETA: 0s - loss: 3.5116e-04 - mean_squared_error: 3.5116e-04
Epoch 00037: loss improved from 0.00035 to 0.00035, saving model to ./model_LSTM/13\37-0.0003.hdf5
1961/1961 [==============================] - 13s 7ms/step - loss: 3.5129e-04 - mean_squared_error: 3.5129e-04 - val_loss: 2.7816e-04 - val_mean_squared_error: 2.7816e-04
Epoch 38/500
1958/1961 [============================>.] - ETA: 0s - loss: 3.4973e-04 - mean_squared_error: 3.4973e-04
Epoch 00038: loss improved from 0.00035 to 0.00035, saving model to ./model_LSTM/13\38-0.0003.hdf5
1961/1961 [==============================] - 11s 6ms/step - loss: 3.4957e-04 - mean_squared_error: 3.4957e-04 - val_loss: 2.8326e-04 - val_mean_squared_error: 2.8326e-04
Epoch 39/500
1961/1961 [==============================] - ETA: 0s - loss: 3.5004e-04 - mean_squared_error: 3.5004e-04
Epoch 00039: loss did not improve from 0.00035
1961/1961 [==============================] - 12s 6ms/step - loss: 3.5004e-04 - mean_squared_error: 3.5004e-04 - val_loss: 3.2466e-04 - val_mean_squared_error: 3.2466e-04
Epoch 40/500
1955/1961 [============================>.] - ETA: 0s - loss: 3.4600e-04 - mean_squared_error: 3.4600e-04
Epoch 00040: loss improved from 0.00035 to 0.00035, saving model to ./model_LSTM/13\40-0.0003.hdf5
1961/1961 [==============================] - 13s 6ms/step - loss: 3.4575e-04 - mean_squared_error: 3.4575e-04 - val_loss: 2.7966e-04 - val_mean_squared_error: 2.7966e-04
Epoch 41/500
1958/1961 [============================>.] - ETA: 0s - loss: 3.4784e-04 - mean_squared_error: 3.4784e-04
Epoch 00041: loss did not improve from 0.00035
1961/1961 [==============================] - 12s 6ms/step - loss: 3.4775e-04 - mean_squared_error: 3.4775e-04 - val_loss: 3.3510e-04 - val_mean_squared_error: 3.3510e-04
Epoch 42/500
1953/1961 [============================>.] - ETA: 0s - loss: 3.4662e-04 - mean_squared_error: 3.4662e-04
Epoch 00042: loss did not improve from 0.00035
1961/1961 [==============================] - 11s 6ms/step - loss: 3.4678e-04 - mean_squared_error: 3.4678e-04 - val_loss: 2.8638e-04 - val_mean_squared_error: 2.8638e-04
Epoch 43/500
1950/1961 [============================>.] - ETA: 0s - loss: 3.4635e-04 - mean_squared_error: 3.4635e-04
Epoch 00043: loss did not improve from 0.00035
1961/1961 [==============================] - 10s 5ms/step - loss: 3.4622e-04 - mean_squared_error: 3.4622e-04 - val_loss: 2.9296e-04 - val_mean_squared_error: 2.9296e-04
Epoch 44/500
1950/1961 [============================>.] - ETA: 0s - loss: 3.4355e-04 - mean_squared_error: 3.4355e-04
Epoch 00044: loss improved from 0.00035 to 0.00034, saving model to ./model_LSTM/13\44-0.0003.hdf5
1961/1961 [==============================] - 9s 5ms/step - loss: 3.4367e-04 - mean_squared_error: 3.4367e-04 - val_loss: 2.7233e-04 - val_mean_squared_error: 2.7233e-04
Epoch 45/500
1957/1961 [============================>.] - ETA: 0s - loss: 3.4305e-04 - mean_squared_error: 3.4305e-04
Epoch 00045: loss improved from 0.00034 to 0.00034, saving model to ./model_LSTM/13\45-0.0003.hdf5
1961/1961 [==============================] - 9s 5ms/step - loss: 3.4337e-04 - mean_squared_error: 3.4337e-04 - val_loss: 3.0470e-04 - val_mean_squared_error: 3.0470e-04
Epoch 46/500
1958/1961 [============================>.] - ETA: 0s - loss: 3.4451e-04 - mean_squared_error: 3.4451e-04
Epoch 00046: loss did not improve from 0.00034
1961/1961 [==============================] - 9s 5ms/step - loss: 3.4472e-04 - mean_squared_error: 3.4472e-04 - val_loss: 2.6553e-04 - val_mean_squared_error: 2.6553e-04
Epoch 47/500
1953/1961 [============================>.] - ETA: 0s - loss: 3.4353e-04 - mean_squared_error: 3.4353e-04
Epoch 00047: loss did not improve from 0.00034
1961/1961 [==============================] - 9s 5ms/step - loss: 3.4354e-04 - mean_squared_error: 3.4354e-04 - val_loss: 2.8494e-04 - val_mean_squared_error: 2.8494e-04
Epoch 48/500
1953/1961 [============================>.] - ETA: 0s - loss: 3.4236e-04 - mean_squared_error: 3.4236e-04
Epoch 00048: loss improved from 0.00034 to 0.00034, saving model to ./model_LSTM/13\48-0.0003.hdf5
1961/1961 [==============================] - 10s 5ms/step - loss: 3.4262e-04 - mean_squared_error: 3.4262e-04 - val_loss: 2.6576e-04 - val_mean_squared_error: 2.6576e-04
Epoch 49/500
1953/1961 [============================>.] - ETA: 0s - loss: 3.4317e-04 - mean_squared_error: 3.4317e-04
Epoch 00049: loss did not improve from 0.00034
1961/1961 [==============================] - 9s 5ms/step - loss: 3.4300e-04 - mean_squared_error: 3.4300e-04 - val_loss: 2.8225e-04 - val_mean_squared_error: 2.8225e-04
Epoch 50/500
1956/1961 [============================>.] - ETA: 0s - loss: 3.4516e-04 - mean_squared_error: 3.4516e-04
Epoch 00050: loss did not improve from 0.00034
1961/1961 [==============================] - 10s 5ms/step - loss: 3.4496e-04 - mean_squared_error: 3.4496e-04 - val_loss: 2.8592e-04 - val_mean_squared_error: 2.8592e-04
Epoch 51/500
1952/1961 [============================>.] - ETA: 0s - loss: 3.3589e-04 - mean_squared_error: 3.3589e-04
Epoch 00051: loss improved from 0.00034 to 0.00034, saving model to ./model_LSTM/13\51-0.0003.hdf5
1961/1961 [==============================] - 10s 5ms/step - loss: 3.3590e-04 - mean_squared_error: 3.3590e-04 - val_loss: 2.7128e-04 - val_mean_squared_error: 2.7128e-04
Epoch 52/500
1960/1961 [============================>.] - ETA: 0s - loss: 3.4145e-04 - mean_squared_error: 3.4145e-04
Epoch 00052: loss did not improve from 0.00034
1961/1961 [==============================] - 11s 5ms/step - loss: 3.4145e-04 - mean_squared_error: 3.4145e-04 - val_loss: 2.7136e-04 - val_mean_squared_error: 2.7136e-04
Epoch 53/500
1955/1961 [============================>.] - ETA: 0s - loss: 3.3921e-04 - mean_squared_error: 3.3921e-04
Epoch 00053: loss did not improve from 0.00034
1961/1961 [==============================] - 11s 6ms/step - loss: 3.3927e-04 - mean_squared_error: 3.3927e-04 - val_loss: 2.6442e-04 - val_mean_squared_error: 2.6442e-04
Epoch 54/500
1954/1961 [============================>.] - ETA: 0s - loss: 3.4016e-04 - mean_squared_error: 3.4016e-04
Epoch 00054: loss did not improve from 0.00034
1961/1961 [==============================] - 12s 6ms/step - loss: 3.4028e-04 - mean_squared_error: 3.4028e-04 - val_loss: 2.6456e-04 - val_mean_squared_error: 2.6456e-04
Epoch 55/500
1961/1961 [==============================] - ETA: 0s - loss: 3.3983e-04 - mean_squared_error: 3.3983e-04
Epoch 00055: loss did not improve from 0.00034
1961/1961 [==============================] - 12s 6ms/step - loss: 3.3983e-04 - mean_squared_error: 3.3983e-04 - val_loss: 2.6028e-04 - val_mean_squared_error: 2.6028e-04
Epoch 56/500
1961/1961 [==============================] - ETA: 0s - loss: 3.3763e-04 - mean_squared_error: 3.3763e-04
Epoch 00056: loss did not improve from 0.00034
1961/1961 [==============================] - 12s 6ms/step - loss: 3.3763e-04 - mean_squared_error: 3.3763e-04 - val_loss: 2.9885e-04 - val_mean_squared_error: 2.9885e-04
Epoch 00056: early stopping
Epoch 1/500
2237/2239 [============================>.] - ETA: 0s - loss: 3.0001e-04 - mean_squared_error: 3.0001e-04
Epoch 00001: loss improved from inf to 0.00030, saving model to ./model_LSTM/14\01-0.0002.hdf5
2239/2239 [==============================] - 11s 5ms/step - loss: 2.9994e-04 - mean_squared_error: 2.9994e-04 - val_loss: 2.0627e-04 - val_mean_squared_error: 2.0627e-04
Epoch 2/500
2239/2239 [==============================] - ETA: 0s - loss: 2.6106e-04 - mean_squared_error: 2.6106e-04
Epoch 00002: loss improved from 0.00030 to 0.00026, saving model to ./model_LSTM/14\02-0.0002.hdf5
2239/2239 [==============================] - 11s 5ms/step - loss: 2.6106e-04 - mean_squared_error: 2.6106e-04 - val_loss: 1.9881e-04 - val_mean_squared_error: 1.9881e-04
Epoch 3/500
2238/2239 [============================>.] - ETA: 0s - loss: 2.5240e-04 - mean_squared_error: 2.5240e-04
Epoch 00003: loss improved from 0.00026 to 0.00025, saving model to ./model_LSTM/14\03-0.0002.hdf5
2239/2239 [==============================] - 11s 5ms/step - loss: 2.5246e-04 - mean_squared_error: 2.5246e-04 - val_loss: 1.5795e-04 - val_mean_squared_error: 1.5795e-04
Epoch 4/500
2232/2239 [============================>.] - ETA: 0s - loss: 2.5041e-04 - mean_squared_error: 2.5041e-04
Epoch 00004: loss improved from 0.00025 to 0.00025, saving model to ./model_LSTM/14\04-0.0002.hdf5
2239/2239 [==============================] - 11s 5ms/step - loss: 2.5050e-04 - mean_squared_error: 2.5050e-04 - val_loss: 1.6401e-04 - val_mean_squared_error: 1.6401e-04
Epoch 5/500
2229/2239 [============================>.] - ETA: 0s - loss: 2.4682e-04 - mean_squared_error: 2.4682e-04
Epoch 00005: loss improved from 0.00025 to 0.00025, saving model to ./model_LSTM/14\05-0.0002.hdf5
2239/2239 [==============================] - 11s 5ms/step - loss: 2.4666e-04 - mean_squared_error: 2.4666e-04 - val_loss: 1.5384e-04 - val_mean_squared_error: 1.5384e-04
Epoch 6/500
2239/2239 [==============================] - ETA: 0s - loss: 2.4410e-04 - mean_squared_error: 2.4410e-04
Epoch 00006: loss improved from 0.00025 to 0.00024, saving model to ./model_LSTM/14\06-0.0002.hdf5
2239/2239 [==============================] - 11s 5ms/step - loss: 2.4410e-04 - mean_squared_error: 2.4410e-04 - val_loss: 2.4201e-04 - val_mean_squared_error: 2.4201e-04
Epoch 7/500
2237/2239 [============================>.] - ETA: 0s - loss: 2.4123e-04 - mean_squared_error: 2.4123e-04
Epoch 00007: loss improved from 0.00024 to 0.00024, saving model to ./model_LSTM/14\07-0.0002.hdf5
2239/2239 [==============================] - 12s 5ms/step - loss: 2.4122e-04 - mean_squared_error: 2.4122e-04 - val_loss: 1.5236e-04 - val_mean_squared_error: 1.5236e-04
Epoch 8/500
2229/2239 [============================>.] - ETA: 0s - loss: 2.4179e-04 - mean_squared_error: 2.4179e-04
Epoch 00008: loss did not improve from 0.00024
2239/2239 [==============================] - 12s 5ms/step - loss: 2.4170e-04 - mean_squared_error: 2.4170e-04 - val_loss: 1.6344e-04 - val_mean_squared_error: 1.6344e-04
Epoch 9/500
2238/2239 [============================>.] - ETA: 0s - loss: 2.3962e-04 - mean_squared_error: 2.3962e-04
Epoch 00009: loss improved from 0.00024 to 0.00024, saving model to ./model_LSTM/14\09-0.0002.hdf5
2239/2239 [==============================] - 12s 6ms/step - loss: 2.3961e-04 - mean_squared_error: 2.3961e-04 - val_loss: 1.6102e-04 - val_mean_squared_error: 1.6102e-04
Epoch 10/500
2234/2239 [============================>.] - ETA: 0s - loss: 2.3825e-04 - mean_squared_error: 2.3825e-04
Epoch 00010: loss improved from 0.00024 to 0.00024, saving model to ./model_LSTM/14\10-0.0001.hdf5
2239/2239 [==============================] - 13s 6ms/step - loss: 2.3815e-04 - mean_squared_error: 2.3815e-04 - val_loss: 1.4965e-04 - val_mean_squared_error: 1.4965e-04
Epoch 11/500
2238/2239 [============================>.] - ETA: 0s - loss: 2.3750e-04 - mean_squared_error: 2.3750e-04
Epoch 00011: loss improved from 0.00024 to 0.00024, saving model to ./model_LSTM/14\11-0.0002.hdf5
2239/2239 [==============================] - 14s 6ms/step - loss: 2.3746e-04 - mean_squared_error: 2.3746e-04 - val_loss: 1.5583e-04 - val_mean_squared_error: 1.5583e-04
Epoch 12/500
2232/2239 [============================>.] - ETA: 0s - loss: 2.3660e-04 - mean_squared_error: 2.3660e-04
Epoch 00012: loss improved from 0.00024 to 0.00024, saving model to ./model_LSTM/14\12-0.0002.hdf5
2239/2239 [==============================] - 13s 6ms/step - loss: 2.3738e-04 - mean_squared_error: 2.3738e-04 - val_loss: 1.8328e-04 - val_mean_squared_error: 1.8328e-04
Epoch 13/500
2228/2239 [============================>.] - ETA: 0s - loss: 2.3559e-04 - mean_squared_error: 2.3559e-04
Epoch 00013: loss improved from 0.00024 to 0.00024, saving model to ./model_LSTM/14\13-0.0002.hdf5
2239/2239 [==============================] - 12s 5ms/step - loss: 2.3521e-04 - mean_squared_error: 2.3521e-04 - val_loss: 1.5420e-04 - val_mean_squared_error: 1.5420e-04
Epoch 14/500
2234/2239 [============================>.] - ETA: 0s - loss: 2.3494e-04 - mean_squared_error: 2.3494e-04
Epoch 00014: loss improved from 0.00024 to 0.00023, saving model to ./model_LSTM/14\14-0.0002.hdf5
2239/2239 [==============================] - 11s 5ms/step - loss: 2.3500e-04 - mean_squared_error: 2.3500e-04 - val_loss: 1.6976e-04 - val_mean_squared_error: 1.6976e-04
Epoch 15/500
2228/2239 [============================>.] - ETA: 0s - loss: 2.3254e-04 - mean_squared_error: 2.3254e-04
Epoch 00015: loss improved from 0.00023 to 0.00023, saving model to ./model_LSTM/14\15-0.0002.hdf5
2239/2239 [==============================] - 10s 5ms/step - loss: 2.3226e-04 - mean_squared_error: 2.3226e-04 - val_loss: 1.5638e-04 - val_mean_squared_error: 1.5638e-04
Epoch 16/500
2236/2239 [============================>.] - ETA: 0s - loss: 2.3205e-04 - mean_squared_error: 2.3205e-04
Epoch 00016: loss improved from 0.00023 to 0.00023, saving model to ./model_LSTM/14\16-0.0001.hdf5
2239/2239 [==============================] - 11s 5ms/step - loss: 2.3198e-04 - mean_squared_error: 2.3198e-04 - val_loss: 1.4438e-04 - val_mean_squared_error: 1.4438e-04
Epoch 17/500
2232/2239 [============================>.] - ETA: 0s - loss: 2.3187e-04 - mean_squared_error: 2.3187e-04
Epoch 00017: loss did not improve from 0.00023
2239/2239 [==============================] - 11s 5ms/step - loss: 2.3259e-04 - mean_squared_error: 2.3259e-04 - val_loss: 1.5173e-04 - val_mean_squared_error: 1.5173e-04
Epoch 18/500
2234/2239 [============================>.] - ETA: 0s - loss: 2.2903e-04 - mean_squared_error: 2.2903e-04
Epoch 00018: loss improved from 0.00023 to 0.00023, saving model to ./model_LSTM/14\18-0.0002.hdf5
2239/2239 [==============================] - 11s 5ms/step - loss: 2.2964e-04 - mean_squared_error: 2.2964e-04 - val_loss: 1.6787e-04 - val_mean_squared_error: 1.6787e-04
Epoch 19/500
2232/2239 [============================>.] - ETA: 0s - loss: 2.3004e-04 - mean_squared_error: 2.3004e-04
Epoch 00019: loss did not improve from 0.00023
2239/2239 [==============================] - 11s 5ms/step - loss: 2.2997e-04 - mean_squared_error: 2.2997e-04 - val_loss: 1.4422e-04 - val_mean_squared_error: 1.4422e-04
Epoch 20/500
2236/2239 [============================>.] - ETA: 0s - loss: 2.3013e-04 - mean_squared_error: 2.3013e-04
Epoch 00020: loss did not improve from 0.00023
2239/2239 [==============================] - 12s 5ms/step - loss: 2.3008e-04 - mean_squared_error: 2.3008e-04 - val_loss: 1.4774e-04 - val_mean_squared_error: 1.4774e-04
Epoch 21/500
2231/2239 [============================>.] - ETA: 0s - loss: 2.2931e-04 - mean_squared_error: 2.2931e-04
Epoch 00021: loss improved from 0.00023 to 0.00023, saving model to ./model_LSTM/14\21-0.0002.hdf5
2239/2239 [==============================] - 12s 5ms/step - loss: 2.2945e-04 - mean_squared_error: 2.2945e-04 - val_loss: 1.6109e-04 - val_mean_squared_error: 1.6109e-04
Epoch 22/500
2235/2239 [============================>.] - ETA: 0s - loss: 2.2873e-04 - mean_squared_error: 2.2873e-04
Epoch 00022: loss improved from 0.00023 to 0.00023, saving model to ./model_LSTM/14\22-0.0002.hdf5
2239/2239 [==============================] - 13s 6ms/step - loss: 2.2854e-04 - mean_squared_error: 2.2854e-04 - val_loss: 1.6952e-04 - val_mean_squared_error: 1.6952e-04
Epoch 23/500
2234/2239 [============================>.] - ETA: 0s - loss: 2.2808e-04 - mean_squared_error: 2.2808e-04
Epoch 00023: loss improved from 0.00023 to 0.00023, saving model to ./model_LSTM/14\23-0.0002.hdf5
2239/2239 [==============================] - 14s 6ms/step - loss: 2.2819e-04 - mean_squared_error: 2.2819e-04 - val_loss: 2.1661e-04 - val_mean_squared_error: 2.1661e-04
Epoch 24/500
2237/2239 [============================>.] - ETA: 0s - loss: 2.2834e-04 - mean_squared_error: 2.2834e-04
Epoch 00024: loss did not improve from 0.00023
2239/2239 [==============================] - 13s 6ms/step - loss: 2.2830e-04 - mean_squared_error: 2.2830e-04 - val_loss: 1.4871e-04 - val_mean_squared_error: 1.4871e-04
Epoch 25/500
2229/2239 [============================>.] - ETA: 0s - loss: 2.2779e-04 - mean_squared_error: 2.2779e-04
Epoch 00025: loss improved from 0.00023 to 0.00023, saving model to ./model_LSTM/14\25-0.0002.hdf5
2239/2239 [==============================] - 12s 5ms/step - loss: 2.2754e-04 - mean_squared_error: 2.2754e-04 - val_loss: 1.5555e-04 - val_mean_squared_error: 1.5555e-04
Epoch 26/500
2230/2239 [============================>.] - ETA: 0s - loss: 2.2658e-04 - mean_squared_error: 2.2658e-04
Epoch 00026: loss improved from 0.00023 to 0.00023, saving model to ./model_LSTM/14\26-0.0001.hdf5
2239/2239 [==============================] - 11s 5ms/step - loss: 2.2690e-04 - mean_squared_error: 2.2690e-04 - val_loss: 1.4957e-04 - val_mean_squared_error: 1.4957e-04
Epoch 27/500
2228/2239 [============================>.] - ETA: 0s - loss: 2.2696e-04 - mean_squared_error: 2.2696e-04
Epoch 00027: loss did not improve from 0.00023
2239/2239 [==============================] - 10s 5ms/step - loss: 2.2732e-04 - mean_squared_error: 2.2732e-04 - val_loss: 1.4431e-04 - val_mean_squared_error: 1.4431e-04
Epoch 28/500
2236/2239 [============================>.] - ETA: 0s - loss: 2.2655e-04 - mean_squared_error: 2.2655e-04
Epoch 00028: loss improved from 0.00023 to 0.00023, saving model to ./model_LSTM/14\28-0.0001.hdf5
2239/2239 [==============================] - 11s 5ms/step - loss: 2.2641e-04 - mean_squared_error: 2.2641e-04 - val_loss: 1.4983e-04 - val_mean_squared_error: 1.4983e-04
Epoch 29/500
2227/2239 [============================>.] - ETA: 0s - loss: 2.2557e-04 - mean_squared_error: 2.2557e-04
Epoch 00029: loss improved from 0.00023 to 0.00023, saving model to ./model_LSTM/14\29-0.0002.hdf5
2239/2239 [==============================] - 11s 5ms/step - loss: 2.2548e-04 - mean_squared_error: 2.2548e-04 - val_loss: 1.5086e-04 - val_mean_squared_error: 1.5086e-04
Epoch 30/500
2231/2239 [============================>.] - ETA: 0s - loss: 2.2443e-04 - mean_squared_error: 2.2443e-04
Epoch 00030: loss improved from 0.00023 to 0.00022, saving model to ./model_LSTM/14\30-0.0002.hdf5
2239/2239 [==============================] - 11s 5ms/step - loss: 2.2471e-04 - mean_squared_error: 2.2471e-04 - val_loss: 1.5251e-04 - val_mean_squared_error: 1.5251e-04
Epoch 31/500
2236/2239 [============================>.] - ETA: 0s - loss: 2.2413e-04 - mean_squared_error: 2.2413e-04
Epoch 00031: loss improved from 0.00022 to 0.00022, saving model to ./model_LSTM/14\31-0.0001.hdf5
2239/2239 [==============================] - 11s 5ms/step - loss: 2.2415e-04 - mean_squared_error: 2.2415e-04 - val_loss: 1.3986e-04 - val_mean_squared_error: 1.3986e-04
Epoch 32/500
2233/2239 [============================>.] - ETA: 0s - loss: 2.2258e-04 - mean_squared_error: 2.2258e-04
Epoch 00032: loss improved from 0.00022 to 0.00022, saving model to ./model_LSTM/14\32-0.0001.hdf5
2239/2239 [==============================] - 12s 5ms/step - loss: 2.2248e-04 - mean_squared_error: 2.2248e-04 - val_loss: 1.4772e-04 - val_mean_squared_error: 1.4772e-04
Epoch 33/500
2238/2239 [============================>.] - ETA: 0s - loss: 2.2503e-04 - mean_squared_error: 2.2503e-04
Epoch 00033: loss did not improve from 0.00022
2239/2239 [==============================] - 12s 5ms/step - loss: 2.2507e-04 - mean_squared_error: 2.2507e-04 - val_loss: 1.4057e-04 - val_mean_squared_error: 1.4057e-04
Epoch 34/500
2231/2239 [============================>.] - ETA: 0s - loss: 2.2367e-04 - mean_squared_error: 2.2367e-04
Epoch 00034: loss did not improve from 0.00022
2239/2239 [==============================] - 13s 6ms/step - loss: 2.2367e-04 - mean_squared_error: 2.2367e-04 - val_loss: 1.5056e-04 - val_mean_squared_error: 1.5056e-04
Epoch 35/500
2230/2239 [============================>.] - ETA: 0s - loss: 2.2222e-04 - mean_squared_error: 2.2222e-04
Epoch 00035: loss improved from 0.00022 to 0.00022, saving model to ./model_LSTM/14\35-0.0001.hdf5
2239/2239 [==============================] - 14s 6ms/step - loss: 2.2223e-04 - mean_squared_error: 2.2223e-04 - val_loss: 1.4776e-04 - val_mean_squared_error: 1.4776e-04
Epoch 36/500
2232/2239 [============================>.] - ETA: 0s - loss: 2.2113e-04 - mean_squared_error: 2.2113e-04
Epoch 00036: loss improved from 0.00022 to 0.00022, saving model to ./model_LSTM/14\36-0.0001.hdf5
2239/2239 [==============================] - 14s 6ms/step - loss: 2.2134e-04 - mean_squared_error: 2.2134e-04 - val_loss: 1.4529e-04 - val_mean_squared_error: 1.4529e-04
Epoch 37/500
2233/2239 [============================>.] - ETA: 0s - loss: 2.2134e-04 - mean_squared_error: 2.2134e-04
Epoch 00037: loss did not improve from 0.00022
2239/2239 [==============================] - 12s 5ms/step - loss: 2.2147e-04 - mean_squared_error: 2.2147e-04 - val_loss: 1.4490e-04 - val_mean_squared_error: 1.4490e-04
Epoch 38/500
2236/2239 [============================>.] - ETA: 0s - loss: 2.1923e-04 - mean_squared_error: 2.1923e-04
Epoch 00038: loss improved from 0.00022 to 0.00022, saving model to ./model_LSTM/14\38-0.0001.hdf5
2239/2239 [==============================] - 11s 5ms/step - loss: 2.1935e-04 - mean_squared_error: 2.1935e-04 - val_loss: 1.4087e-04 - val_mean_squared_error: 1.4087e-04
Epoch 39/500
2237/2239 [============================>.] - ETA: 0s - loss: 2.2131e-04 - mean_squared_error: 2.2131e-04
Epoch 00039: loss did not improve from 0.00022
2239/2239 [==============================] - 11s 5ms/step - loss: 2.2154e-04 - mean_squared_error: 2.2154e-04 - val_loss: 1.5845e-04 - val_mean_squared_error: 1.5845e-04
Epoch 40/500
2231/2239 [============================>.] - ETA: 0s - loss: 2.2089e-04 - mean_squared_error: 2.2089e-04
Epoch 00040: loss did not improve from 0.00022
2239/2239 [==============================] - 11s 5ms/step - loss: 2.2081e-04 - mean_squared_error: 2.2081e-04 - val_loss: 1.9999e-04 - val_mean_squared_error: 1.9999e-04
Epoch 41/500
2235/2239 [============================>.] - ETA: 0s - loss: 2.2090e-04 - mean_squared_error: 2.2090e-04
Epoch 00041: loss did not improve from 0.00022
2239/2239 [==============================] - 11s 5ms/step - loss: 2.2098e-04 - mean_squared_error: 2.2098e-04 - val_loss: 1.4055e-04 - val_mean_squared_error: 1.4055e-04
Epoch 42/500
2237/2239 [============================>.] - ETA: 0s - loss: 2.2064e-04 - mean_squared_error: 2.2064e-04
Epoch 00042: loss did not improve from 0.00022
2239/2239 [==============================] - 11s 5ms/step - loss: 2.2067e-04 - mean_squared_error: 2.2067e-04 - val_loss: 1.7105e-04 - val_mean_squared_error: 1.7105e-04
Epoch 43/500
2236/2239 [============================>.] - ETA: 0s - loss: 2.1916e-04 - mean_squared_error: 2.1916e-04
Epoch 00043: loss improved from 0.00022 to 0.00022, saving model to ./model_LSTM/14\43-0.0001.hdf5
2239/2239 [==============================] - 11s 5ms/step - loss: 2.1919e-04 - mean_squared_error: 2.1919e-04 - val_loss: 1.4915e-04 - val_mean_squared_error: 1.4915e-04
Epoch 44/500
2228/2239 [============================>.] - ETA: 0s - loss: 2.1933e-04 - mean_squared_error: 2.1933e-04
Epoch 00044: loss improved from 0.00022 to 0.00022, saving model to ./model_LSTM/14\44-0.0001.hdf5
2239/2239 [==============================] - 12s 5ms/step - loss: 2.1900e-04 - mean_squared_error: 2.1900e-04 - val_loss: 1.4152e-04 - val_mean_squared_error: 1.4152e-04
Epoch 45/500
2230/2239 [============================>.] - ETA: 0s - loss: 2.1899e-04 - mean_squared_error: 2.1899e-04
Epoch 00045: loss improved from 0.00022 to 0.00022, saving model to ./model_LSTM/14\45-0.0001.hdf5
2239/2239 [==============================] - 12s 5ms/step - loss: 2.1899e-04 - mean_squared_error: 2.1899e-04 - val_loss: 1.4746e-04 - val_mean_squared_error: 1.4746e-04
Epoch 46/500
2231/2239 [============================>.] - ETA: 0s - loss: 2.1855e-04 - mean_squared_error: 2.1855e-04
Epoch 00046: loss improved from 0.00022 to 0.00022, saving model to ./model_LSTM/14\46-0.0001.hdf5
2239/2239 [==============================] - 13s 6ms/step - loss: 2.1850e-04 - mean_squared_error: 2.1850e-04 - val_loss: 1.4459e-04 - val_mean_squared_error: 1.4459e-04
Epoch 47/500
2231/2239 [============================>.] - ETA: 0s - loss: 2.1659e-04 - mean_squared_error: 2.1659e-04
Epoch 00047: loss improved from 0.00022 to 0.00022, saving model to ./model_LSTM/14\47-0.0001.hdf5
2239/2239 [==============================] - 13s 6ms/step - loss: 2.1646e-04 - mean_squared_error: 2.1646e-04 - val_loss: 1.4104e-04 - val_mean_squared_error: 1.4104e-04
Epoch 48/500
2236/2239 [============================>.] - ETA: 0s - loss: 2.1809e-04 - mean_squared_error: 2.1809e-04
Epoch 00048: loss did not improve from 0.00022
2239/2239 [==============================] - 14s 6ms/step - loss: 2.1819e-04 - mean_squared_error: 2.1819e-04 - val_loss: 1.4899e-04 - val_mean_squared_error: 1.4899e-04
Epoch 49/500
2228/2239 [============================>.] - ETA: 0s - loss: 2.1801e-04 - mean_squared_error: 2.1801e-04
Epoch 00049: loss did not improve from 0.00022
2239/2239 [==============================] - 12s 5ms/step - loss: 2.1761e-04 - mean_squared_error: 2.1761e-04 - val_loss: 1.4166e-04 - val_mean_squared_error: 1.4166e-04
Epoch 50/500
2231/2239 [============================>.] - ETA: 0s - loss: 2.1707e-04 - mean_squared_error: 2.1707e-04
Epoch 00050: loss did not improve from 0.00022
2239/2239 [==============================] - 11s 5ms/step - loss: 2.1705e-04 - mean_squared_error: 2.1705e-04 - val_loss: 1.4171e-04 - val_mean_squared_error: 1.4171e-04
Epoch 51/500
2231/2239 [============================>.] - ETA: 0s - loss: 2.1398e-04 - mean_squared_error: 2.1398e-04
Epoch 00051: loss improved from 0.00022 to 0.00022, saving model to ./model_LSTM/14\51-0.0001.hdf5
2239/2239 [==============================] - 13s 6ms/step - loss: 2.1502e-04 - mean_squared_error: 2.1502e-04 - val_loss: 1.4066e-04 - val_mean_squared_error: 1.4066e-04
Epoch 52/500
2232/2239 [============================>.] - ETA: 0s - loss: 2.1490e-04 - mean_squared_error: 2.1490e-04
Epoch 00052: loss improved from 0.00022 to 0.00021, saving model to ./model_LSTM/14\52-0.0002.hdf5
2239/2239 [==============================] - 12s 5ms/step - loss: 2.1474e-04 - mean_squared_error: 2.1474e-04 - val_loss: 1.6021e-04 - val_mean_squared_error: 1.6021e-04
Epoch 53/500
2232/2239 [============================>.] - ETA: 0s - loss: 2.1666e-04 - mean_squared_error: 2.1666e-04
Epoch 00053: loss did not improve from 0.00021
2239/2239 [==============================] - 11s 5ms/step - loss: 2.1647e-04 - mean_squared_error: 2.1647e-04 - val_loss: 1.4507e-04 - val_mean_squared_error: 1.4507e-04
Epoch 54/500
2239/2239 [==============================] - ETA: 0s - loss: 2.1509e-04 - mean_squared_error: 2.1509e-04
Epoch 00054: loss did not improve from 0.00021
2239/2239 [==============================] - 11s 5ms/step - loss: 2.1509e-04 - mean_squared_error: 2.1509e-04 - val_loss: 1.4668e-04 - val_mean_squared_error: 1.4668e-04
Epoch 55/500
2230/2239 [============================>.] - ETA: 0s - loss: 2.1406e-04 - mean_squared_error: 2.1406e-04
Epoch 00055: loss improved from 0.00021 to 0.00021, saving model to ./model_LSTM/14\55-0.0001.hdf5
2239/2239 [==============================] - 11s 5ms/step - loss: 2.1396e-04 - mean_squared_error: 2.1396e-04 - val_loss: 1.4499e-04 - val_mean_squared_error: 1.4499e-04
Epoch 56/500
2239/2239 [==============================] - ETA: 0s - loss: 2.1414e-04 - mean_squared_error: 2.1414e-04
Epoch 00056: loss did not improve from 0.00021
2239/2239 [==============================] - 12s 5ms/step - loss: 2.1414e-04 - mean_squared_error: 2.1414e-04 - val_loss: 1.3865e-04 - val_mean_squared_error: 1.3865e-04
Epoch 57/500
2237/2239 [============================>.] - ETA: 0s - loss: 2.1442e-04 - mean_squared_error: 2.1442e-04
Epoch 00057: loss did not improve from 0.00021
2239/2239 [==============================] - 12s 6ms/step - loss: 2.1451e-04 - mean_squared_error: 2.1451e-04 - val_loss: 1.3903e-04 - val_mean_squared_error: 1.3903e-04
Epoch 58/500
2230/2239 [============================>.] - ETA: 0s - loss: 2.1630e-04 - mean_squared_error: 2.1630e-04
Epoch 00058: loss did not improve from 0.00021
2239/2239 [==============================] - 13s 6ms/step - loss: 2.1618e-04 - mean_squared_error: 2.1618e-04 - val_loss: 1.3934e-04 - val_mean_squared_error: 1.3934e-04
Epoch 59/500
2234/2239 [============================>.] - ETA: 0s - loss: 2.1358e-04 - mean_squared_error: 2.1358e-04
Epoch 00059: loss improved from 0.00021 to 0.00021, saving model to ./model_LSTM/14\59-0.0001.hdf5
2239/2239 [==============================] - 14s 6ms/step - loss: 2.1349e-04 - mean_squared_error: 2.1349e-04 - val_loss: 1.4375e-04 - val_mean_squared_error: 1.4375e-04
Epoch 60/500
2237/2239 [============================>.] - ETA: 0s - loss: 2.1451e-04 - mean_squared_error: 2.1451e-04
Epoch 00060: loss did not improve from 0.00021
2239/2239 [==============================] - 14s 6ms/step - loss: 2.1444e-04 - mean_squared_error: 2.1444e-04 - val_loss: 1.4505e-04 - val_mean_squared_error: 1.4505e-04
Epoch 61/500
2239/2239 [==============================] - ETA: 0s - loss: 2.1525e-04 - mean_squared_error: 2.1525e-04
Epoch 00061: loss did not improve from 0.00021
2239/2239 [==============================] - 12s 5ms/step - loss: 2.1525e-04 - mean_squared_error: 2.1525e-04 - val_loss: 1.9633e-04 - val_mean_squared_error: 1.9633e-04
Epoch 62/500
2236/2239 [============================>.] - ETA: 0s - loss: 2.1198e-04 - mean_squared_error: 2.1198e-04
Epoch 00062: loss improved from 0.00021 to 0.00021, saving model to ./model_LSTM/14\62-0.0001.hdf5
2239/2239 [==============================] - 11s 5ms/step - loss: 2.1193e-04 - mean_squared_error: 2.1193e-04 - val_loss: 1.3988e-04 - val_mean_squared_error: 1.3988e-04
Epoch 63/500
2233/2239 [============================>.] - ETA: 0s - loss: 2.1357e-04 - mean_squared_error: 2.1357e-04
Epoch 00063: loss did not improve from 0.00021
2239/2239 [==============================] - 11s 5ms/step - loss: 2.1375e-04 - mean_squared_error: 2.1375e-04 - val_loss: 1.3980e-04 - val_mean_squared_error: 1.3980e-04
Epoch 64/500
2233/2239 [============================>.] - ETA: 0s - loss: 2.1396e-04 - mean_squared_error: 2.1396e-04
Epoch 00064: loss did not improve from 0.00021
2239/2239 [==============================] - 11s 5ms/step - loss: 2.1398e-04 - mean_squared_error: 2.1398e-04 - val_loss: 1.4025e-04 - val_mean_squared_error: 1.4025e-04
Epoch 65/500
2236/2239 [============================>.] - ETA: 0s - loss: 2.1382e-04 - mean_squared_error: 2.1382e-04
Epoch 00065: loss did not improve from 0.00021
2239/2239 [==============================] - 12s 5ms/step - loss: 2.1381e-04 - mean_squared_error: 2.1381e-04 - val_loss: 1.4498e-04 - val_mean_squared_error: 1.4498e-04
Epoch 66/500
2238/2239 [============================>.] - ETA: 0s - loss: 2.1337e-04 - mean_squared_error: 2.1337e-04
Epoch 00066: loss did not improve from 0.00021
2239/2239 [==============================] - 11s 5ms/step - loss: 2.1336e-04 - mean_squared_error: 2.1336e-04 - val_loss: 1.4736e-04 - val_mean_squared_error: 1.4736e-04
Epoch 67/500
2230/2239 [============================>.] - ETA: 0s - loss: 2.1263e-04 - mean_squared_error: 2.1263e-04
Epoch 00067: loss did not improve from 0.00021
2239/2239 [==============================] - 13s 6ms/step - loss: 2.1257e-04 - mean_squared_error: 2.1257e-04 - val_loss: 1.4617e-04 - val_mean_squared_error: 1.4617e-04
Epoch 00067: early stopping
Epoch 1/500
1901/1901 [==============================] - ETA: 0s - loss: 8.3415e-05 - mean_squared_error: 8.3415e-05
Epoch 00001: loss improved from inf to 0.00008, saving model to ./model_LSTM/15\01-0.0000.hdf5
1901/1901 [==============================] - 11s 6ms/step - loss: 8.3415e-05 - mean_squared_error: 8.3415e-05 - val_loss: 8.8076e-06 - val_mean_squared_error: 8.8076e-06
Epoch 2/500
1899/1901 [============================>.] - ETA: 0s - loss: 1.9729e-05 - mean_squared_error: 1.9729e-05
Epoch 00002: loss improved from 0.00008 to 0.00002, saving model to ./model_LSTM/15\02-0.0000.hdf5
1901/1901 [==============================] - 11s 6ms/step - loss: 1.9723e-05 - mean_squared_error: 1.9723e-05 - val_loss: 6.7051e-06 - val_mean_squared_error: 6.7051e-06
Epoch 3/500
1894/1901 [============================>.] - ETA: 0s - loss: 1.7523e-05 - mean_squared_error: 1.7523e-05
Epoch 00003: loss improved from 0.00002 to 0.00002, saving model to ./model_LSTM/15\03-0.0000.hdf5
1901/1901 [==============================] - 12s 6ms/step - loss: 1.7469e-05 - mean_squared_error: 1.7469e-05 - val_loss: 6.2885e-06 - val_mean_squared_error: 6.2885e-06
Epoch 4/500
1898/1901 [============================>.] - ETA: 0s - loss: 1.8911e-05 - mean_squared_error: 1.8911e-05
Epoch 00004: loss did not improve from 0.00002
1901/1901 [==============================] - 13s 7ms/step - loss: 1.8903e-05 - mean_squared_error: 1.8903e-05 - val_loss: 5.5670e-06 - val_mean_squared_error: 5.5670e-06
Epoch 5/500
1892/1901 [============================>.] - ETA: 0s - loss: 1.7304e-05 - mean_squared_error: 1.7304e-05
Epoch 00005: loss improved from 0.00002 to 0.00002, saving model to ./model_LSTM/15\05-0.0000.hdf5
1901/1901 [==============================] - 13s 7ms/step - loss: 1.7261e-05 - mean_squared_error: 1.7261e-05 - val_loss: 7.1562e-06 - val_mean_squared_error: 7.1562e-06
Epoch 6/500
1898/1901 [============================>.] - ETA: 0s - loss: 1.7097e-05 - mean_squared_error: 1.7097e-05
Epoch 00006: loss improved from 0.00002 to 0.00002, saving model to ./model_LSTM/15\06-0.0000.hdf5
1901/1901 [==============================] - 11s 6ms/step - loss: 1.7075e-05 - mean_squared_error: 1.7075e-05 - val_loss: 5.6808e-06 - val_mean_squared_error: 5.6808e-06
Epoch 7/500
1900/1901 [============================>.] - ETA: 0s - loss: 1.5496e-05 - mean_squared_error: 1.5496e-05
Epoch 00007: loss improved from 0.00002 to 0.00002, saving model to ./model_LSTM/15\07-0.0000.hdf5
1901/1901 [==============================] - 10s 5ms/step - loss: 1.5492e-05 - mean_squared_error: 1.5492e-05 - val_loss: 8.3346e-06 - val_mean_squared_error: 8.3346e-06
Epoch 8/500
1897/1901 [============================>.] - ETA: 0s - loss: 1.7734e-05 - mean_squared_error: 1.7734e-05
Epoch 00008: loss did not improve from 0.00002
1901/1901 [==============================] - 10s 5ms/step - loss: 1.7703e-05 - mean_squared_error: 1.7703e-05 - val_loss: 6.1060e-06 - val_mean_squared_error: 6.1060e-06
Epoch 9/500
1901/1901 [==============================] - ETA: 0s - loss: 1.6028e-05 - mean_squared_error: 1.6028e-05
Epoch 00009: loss did not improve from 0.00002
1901/1901 [==============================] - 9s 5ms/step - loss: 1.6028e-05 - mean_squared_error: 1.6028e-05 - val_loss: 6.9650e-06 - val_mean_squared_error: 6.9650e-06
Epoch 10/500
1899/1901 [============================>.] - ETA: 0s - loss: 1.5695e-05 - mean_squared_error: 1.5695e-05
Epoch 00010: loss did not improve from 0.00002
1901/1901 [==============================] - 10s 5ms/step - loss: 1.5682e-05 - mean_squared_error: 1.5682e-05 - val_loss: 5.8232e-06 - val_mean_squared_error: 5.8232e-06
Epoch 11/500
1900/1901 [============================>.] - ETA: 0s - loss: 1.5405e-05 - mean_squared_error: 1.5405e-05
Epoch 00011: loss improved from 0.00002 to 0.00002, saving model to ./model_LSTM/15\11-0.0000.hdf5
1901/1901 [==============================] - 10s 5ms/step - loss: 1.5399e-05 - mean_squared_error: 1.5399e-05 - val_loss: 5.9166e-06 - val_mean_squared_error: 5.9166e-06
Epoch 12/500
1898/1901 [============================>.] - ETA: 0s - loss: 1.5028e-05 - mean_squared_error: 1.5028e-05
Epoch 00012: loss improved from 0.00002 to 0.00002, saving model to ./model_LSTM/15\12-0.0000.hdf5
1901/1901 [==============================] - 10s 5ms/step - loss: 1.5011e-05 - mean_squared_error: 1.5011e-05 - val_loss: 7.2231e-06 - val_mean_squared_error: 7.2231e-06
Epoch 13/500
1896/1901 [============================>.] - ETA: 0s - loss: 1.4519e-05 - mean_squared_error: 1.4519e-05
Epoch 00013: loss improved from 0.00002 to 0.00001, saving model to ./model_LSTM/15\13-0.0000.hdf5
1901/1901 [==============================] - 9s 5ms/step - loss: 1.4514e-05 - mean_squared_error: 1.4514e-05 - val_loss: 7.4712e-06 - val_mean_squared_error: 7.4712e-06
Epoch 14/500
1891/1901 [============================>.] - ETA: 0s - loss: 1.4750e-05 - mean_squared_error: 1.4750e-05
Epoch 00014: loss did not improve from 0.00001
1901/1901 [==============================] - 10s 5ms/step - loss: 1.4681e-05 - mean_squared_error: 1.4681e-05 - val_loss: 5.4814e-06 - val_mean_squared_error: 5.4814e-06
Epoch 15/500
1892/1901 [============================>.] - ETA: 0s - loss: 1.4334e-05 - mean_squared_error: 1.4334e-05
Epoch 00015: loss improved from 0.00001 to 0.00001, saving model to ./model_LSTM/15\15-0.0000.hdf5
1901/1901 [==============================] - 10s 5ms/step - loss: 1.4279e-05 - mean_squared_error: 1.4279e-05 - val_loss: 8.8745e-06 - val_mean_squared_error: 8.8745e-06
Epoch 16/500
1898/1901 [============================>.] - ETA: 0s - loss: 1.3279e-05 - mean_squared_error: 1.3279e-05
Epoch 00016: loss improved from 0.00001 to 0.00001, saving model to ./model_LSTM/15\16-0.0000.hdf5
1901/1901 [==============================] - 10s 5ms/step - loss: 1.3306e-05 - mean_squared_error: 1.3306e-05 - val_loss: 1.2924e-05 - val_mean_squared_error: 1.2924e-05
Epoch 17/500
1900/1901 [============================>.] - ETA: 0s - loss: 1.4417e-05 - mean_squared_error: 1.4417e-05
Epoch 00017: loss did not improve from 0.00001
1901/1901 [==============================] - 11s 6ms/step - loss: 1.4412e-05 - mean_squared_error: 1.4412e-05 - val_loss: 5.2439e-06 - val_mean_squared_error: 5.2439e-06
Epoch 18/500
1899/1901 [============================>.] - ETA: 0s - loss: 1.4662e-05 - mean_squared_error: 1.4662e-05
Epoch 00018: loss did not improve from 0.00001
1901/1901 [==============================] - 12s 6ms/step - loss: 1.4649e-05 - mean_squared_error: 1.4649e-05 - val_loss: 5.6030e-06 - val_mean_squared_error: 5.6030e-06
Epoch 19/500
1898/1901 [============================>.] - ETA: 0s - loss: 1.3770e-05 - mean_squared_error: 1.3770e-05
Epoch 00019: loss did not improve from 0.00001
1901/1901 [==============================] - 12s 6ms/step - loss: 1.3756e-05 - mean_squared_error: 1.3756e-05 - val_loss: 5.9498e-06 - val_mean_squared_error: 5.9498e-06
Epoch 20/500
1897/1901 [============================>.] - ETA: 0s - loss: 1.5243e-05 - mean_squared_error: 1.5243e-05
Epoch 00020: loss did not improve from 0.00001
1901/1901 [==============================] - 11s 6ms/step - loss: 1.5218e-05 - mean_squared_error: 1.5218e-05 - val_loss: 5.6068e-06 - val_mean_squared_error: 5.6068e-06
Epoch 21/500
1893/1901 [============================>.] - ETA: 0s - loss: 1.4247e-05 - mean_squared_error: 1.4247e-05
Epoch 00021: loss did not improve from 0.00001
1901/1901 [==============================] - 10s 5ms/step - loss: 1.4229e-05 - mean_squared_error: 1.4229e-05 - val_loss: 5.8789e-06 - val_mean_squared_error: 5.8789e-06
Epoch 00021: early stopping
Epoch 1/500
1947/1948 [============================>.] - ETA: 0s - loss: 2.2305e-05 - mean_squared_error: 2.2305e-05
Epoch 00001: loss improved from inf to 0.00002, saving model to ./model_LSTM/16\01-0.0000.hdf5
1948/1948 [==============================] - 10s 5ms/step - loss: 2.2303e-05 - mean_squared_error: 2.2303e-05 - val_loss: 1.2951e-05 - val_mean_squared_error: 1.2951e-05
Epoch 2/500
1946/1948 [============================>.] - ETA: 0s - loss: 1.8658e-05 - mean_squared_error: 1.8658e-05
Epoch 00002: loss improved from 0.00002 to 0.00002, saving model to ./model_LSTM/16\02-0.0000.hdf5
1948/1948 [==============================] - 9s 5ms/step - loss: 1.8648e-05 - mean_squared_error: 1.8648e-05 - val_loss: 1.2717e-05 - val_mean_squared_error: 1.2717e-05
Epoch 3/500
1944/1948 [============================>.] - ETA: 0s - loss: 1.9457e-05 - mean_squared_error: 1.9457e-05
Epoch 00003: loss did not improve from 0.00002
1948/1948 [==============================] - 9s 5ms/step - loss: 1.9434e-05 - mean_squared_error: 1.9434e-05 - val_loss: 9.3877e-06 - val_mean_squared_error: 9.3877e-06
Epoch 4/500
1945/1948 [============================>.] - ETA: 0s - loss: 1.9630e-05 - mean_squared_error: 1.9630e-05
Epoch 00004: loss did not improve from 0.00002
1948/1948 [==============================] - 9s 5ms/step - loss: 1.9686e-05 - mean_squared_error: 1.9686e-05 - val_loss: 1.0596e-05 - val_mean_squared_error: 1.0596e-05
Epoch 5/500
1938/1948 [============================>.] - ETA: 0s - loss: 1.9394e-05 - mean_squared_error: 1.9394e-05
Epoch 00005: loss did not improve from 0.00002
1948/1948 [==============================] - 10s 5ms/step - loss: 1.9333e-05 - mean_squared_error: 1.9333e-05 - val_loss: 1.0297e-05 - val_mean_squared_error: 1.0297e-05
Epoch 6/500
1944/1948 [============================>.] - ETA: 0s - loss: 1.7942e-05 - mean_squared_error: 1.7942e-05
Epoch 00006: loss improved from 0.00002 to 0.00002, saving model to ./model_LSTM/16\06-0.0000.hdf5
1948/1948 [==============================] - 11s 6ms/step - loss: 1.7917e-05 - mean_squared_error: 1.7917e-05 - val_loss: 9.3975e-06 - val_mean_squared_error: 9.3975e-06
Epoch 7/500
1946/1948 [============================>.] - ETA: 0s - loss: 1.7863e-05 - mean_squared_error: 1.7863e-05
Epoch 00007: loss improved from 0.00002 to 0.00002, saving model to ./model_LSTM/16\07-0.0000.hdf5
1948/1948 [==============================] - 11s 6ms/step - loss: 1.7860e-05 - mean_squared_error: 1.7860e-05 - val_loss: 3.2982e-05 - val_mean_squared_error: 3.2982e-05
Epoch 8/500
1939/1948 [============================>.] - ETA: 0s - loss: 1.8605e-05 - mean_squared_error: 1.8605e-05
Epoch 00008: loss did not improve from 0.00002
1948/1948 [==============================] - 10s 5ms/step - loss: 1.8547e-05 - mean_squared_error: 1.8547e-05 - val_loss: 1.5824e-05 - val_mean_squared_error: 1.5824e-05
Epoch 9/500
1947/1948 [============================>.] - ETA: 0s - loss: 1.8180e-05 - mean_squared_error: 1.8180e-05
Epoch 00009: loss did not improve from 0.00002
1948/1948 [==============================] - 11s 6ms/step - loss: 1.8178e-05 - mean_squared_error: 1.8178e-05 - val_loss: 9.8998e-06 - val_mean_squared_error: 9.8998e-06
Epoch 10/500
1947/1948 [============================>.] - ETA: 0s - loss: 1.7476e-05 - mean_squared_error: 1.7476e-05
Epoch 00010: loss improved from 0.00002 to 0.00002, saving model to ./model_LSTM/16\10-0.0000.hdf5
1948/1948 [==============================] - 12s 6ms/step - loss: 1.7475e-05 - mean_squared_error: 1.7475e-05 - val_loss: 1.0742e-05 - val_mean_squared_error: 1.0742e-05
Epoch 11/500
1941/1948 [============================>.] - ETA: 0s - loss: 1.9130e-05 - mean_squared_error: 1.9130e-05
Epoch 00011: loss did not improve from 0.00002
1948/1948 [==============================] - 13s 7ms/step - loss: 1.9087e-05 - mean_squared_error: 1.9087e-05 - val_loss: 1.0396e-05 - val_mean_squared_error: 1.0396e-05
Epoch 12/500
1945/1948 [============================>.] - ETA: 0s - loss: 1.6553e-05 - mean_squared_error: 1.6553e-05
Epoch 00012: loss improved from 0.00002 to 0.00002, saving model to ./model_LSTM/16\12-0.0000.hdf5
1948/1948 [==============================] - 14s 7ms/step - loss: 1.6536e-05 - mean_squared_error: 1.6536e-05 - val_loss: 1.1392e-05 - val_mean_squared_error: 1.1392e-05
Epoch 13/500
1942/1948 [============================>.] - ETA: 0s - loss: 1.7740e-05 - mean_squared_error: 1.7740e-05
Epoch 00013: loss did not improve from 0.00002
1948/1948 [==============================] - 11s 6ms/step - loss: 1.7696e-05 - mean_squared_error: 1.7696e-05 - val_loss: 1.0982e-05 - val_mean_squared_error: 1.0982e-05
Epoch 14/500
1942/1948 [============================>.] - ETA: 0s - loss: 1.7522e-05 - mean_squared_error: 1.7522e-05
Epoch 00014: loss did not improve from 0.00002
1948/1948 [==============================] - 10s 5ms/step - loss: 1.7480e-05 - mean_squared_error: 1.7480e-05 - val_loss: 1.1386e-05 - val_mean_squared_error: 1.1386e-05
Epoch 15/500
1940/1948 [============================>.] - ETA: 0s - loss: 1.6680e-05 - mean_squared_error: 1.6680e-05
Epoch 00015: loss did not improve from 0.00002
1948/1948 [==============================] - 10s 5ms/step - loss: 1.6642e-05 - mean_squared_error: 1.6642e-05 - val_loss: 9.4609e-06 - val_mean_squared_error: 9.4609e-06
Epoch 16/500
1946/1948 [============================>.] - ETA: 0s - loss: 1.6557e-05 - mean_squared_error: 1.6557e-05
Epoch 00016: loss did not improve from 0.00002
1948/1948 [==============================] - 9s 5ms/step - loss: 1.6568e-05 - mean_squared_error: 1.6568e-05 - val_loss: 1.1136e-05 - val_mean_squared_error: 1.1136e-05
Epoch 17/500
1938/1948 [============================>.] - ETA: 0s - loss: 1.6692e-05 - mean_squared_error: 1.6692e-05
Epoch 00017: loss did not improve from 0.00002
1948/1948 [==============================] - 10s 5ms/step - loss: 1.6638e-05 - mean_squared_error: 1.6638e-05 - val_loss: 1.1924e-05 - val_mean_squared_error: 1.1924e-05
Epoch 00017: early stopping
Epoch 1/500
1401/1401 [==============================] - ETA: 0s - loss: 1.4758e-05 - mean_squared_error: 1.4758e-05
Epoch 00001: loss improved from inf to 0.00001, saving model to ./model_LSTM/17\01-0.0000.hdf5
1401/1401 [==============================] - 7s 5ms/step - loss: 1.4758e-05 - mean_squared_error: 1.4758e-05 - val_loss: 4.4471e-05 - val_mean_squared_error: 4.4471e-05
Epoch 2/500
1398/1401 [============================>.] - ETA: 0s - loss: 1.1570e-05 - mean_squared_error: 1.1570e-05
Epoch 00002: loss improved from 0.00001 to 0.00001, saving model to ./model_LSTM/17\02-0.0001.hdf5
1401/1401 [==============================] - 7s 5ms/step - loss: 1.1553e-05 - mean_squared_error: 1.1553e-05 - val_loss: 5.1340e-05 - val_mean_squared_error: 5.1340e-05
Epoch 3/500
1395/1401 [============================>.] - ETA: 0s - loss: 1.1230e-05 - mean_squared_error: 1.1230e-05
Epoch 00003: loss improved from 0.00001 to 0.00001, saving model to ./model_LSTM/17\03-0.0000.hdf5
1401/1401 [==============================] - 7s 5ms/step - loss: 1.1202e-05 - mean_squared_error: 1.1202e-05 - val_loss: 3.7887e-05 - val_mean_squared_error: 3.7887e-05
Epoch 4/500
1396/1401 [============================>.] - ETA: 0s - loss: 1.0877e-05 - mean_squared_error: 1.0877e-05
Epoch 00004: loss improved from 0.00001 to 0.00001, saving model to ./model_LSTM/17\04-0.0000.hdf5
1401/1401 [==============================] - 7s 5ms/step - loss: 1.0889e-05 - mean_squared_error: 1.0889e-05 - val_loss: 3.7863e-05 - val_mean_squared_error: 3.7863e-05
Epoch 5/500
1392/1401 [============================>.] - ETA: 0s - loss: 1.0666e-05 - mean_squared_error: 1.0666e-05
Epoch 00005: loss improved from 0.00001 to 0.00001, saving model to ./model_LSTM/17\05-0.0000.hdf5
1401/1401 [==============================] - 7s 5ms/step - loss: 1.0617e-05 - mean_squared_error: 1.0617e-05 - val_loss: 4.4418e-05 - val_mean_squared_error: 4.4418e-05
Epoch 6/500
1398/1401 [============================>.] - ETA: 0s - loss: 1.0396e-05 - mean_squared_error: 1.0396e-05
Epoch 00006: loss improved from 0.00001 to 0.00001, saving model to ./model_LSTM/17\06-0.0000.hdf5
1401/1401 [==============================] - 8s 5ms/step - loss: 1.0380e-05 - mean_squared_error: 1.0380e-05 - val_loss: 3.8586e-05 - val_mean_squared_error: 3.8586e-05
Epoch 7/500
1394/1401 [============================>.] - ETA: 0s - loss: 1.0431e-05 - mean_squared_error: 1.0431e-05
Epoch 00007: loss did not improve from 0.00001
1401/1401 [==============================] - 8s 6ms/step - loss: 1.0394e-05 - mean_squared_error: 1.0394e-05 - val_loss: 3.8190e-05 - val_mean_squared_error: 3.8190e-05
Epoch 8/500
1397/1401 [============================>.] - ETA: 0s - loss: 1.0230e-05 - mean_squared_error: 1.0230e-05
Epoch 00008: loss improved from 0.00001 to 0.00001, saving model to ./model_LSTM/17\08-0.0000.hdf5
1401/1401 [==============================] - 9s 6ms/step - loss: 1.0212e-05 - mean_squared_error: 1.0212e-05 - val_loss: 4.3030e-05 - val_mean_squared_error: 4.3030e-05
Epoch 9/500
1393/1401 [============================>.] - ETA: 0s - loss: 1.0104e-05 - mean_squared_error: 1.0104e-05
Epoch 00009: loss improved from 0.00001 to 0.00001, saving model to ./model_LSTM/17\09-0.0000.hdf5
1401/1401 [==============================] - 8s 6ms/step - loss: 1.0087e-05 - mean_squared_error: 1.0087e-05 - val_loss: 4.9320e-05 - val_mean_squared_error: 4.9320e-05
Epoch 10/500
1392/1401 [============================>.] - ETA: 0s - loss: 9.6853e-06 - mean_squared_error: 9.6853e-06
Epoch 00010: loss improved from 0.00001 to 0.00001, saving model to ./model_LSTM/17\10-0.0000.hdf5
1401/1401 [==============================] - 8s 6ms/step - loss: 9.6350e-06 - mean_squared_error: 9.6350e-06 - val_loss: 4.3788e-05 - val_mean_squared_error: 4.3788e-05
Epoch 11/500
1398/1401 [============================>.] - ETA: 0s - loss: 9.6837e-06 - mean_squared_error: 9.6837e-06
Epoch 00011: loss did not improve from 0.00001
1401/1401 [==============================] - 9s 6ms/step - loss: 9.6701e-06 - mean_squared_error: 9.6701e-06 - val_loss: 4.4239e-05 - val_mean_squared_error: 4.4239e-05
Epoch 12/500
1393/1401 [============================>.] - ETA: 0s - loss: 9.3219e-06 - mean_squared_error: 9.3219e-06
Epoch 00012: loss improved from 0.00001 to 0.00001, saving model to ./model_LSTM/17\12-0.0000.hdf5
1401/1401 [==============================] - 10s 7ms/step - loss: 9.3264e-06 - mean_squared_error: 9.3264e-06 - val_loss: 4.6081e-05 - val_mean_squared_error: 4.6081e-05
Epoch 13/500
1393/1401 [============================>.] - ETA: 0s - loss: 9.4042e-06 - mean_squared_error: 9.4042e-06
Epoch 00013: loss did not improve from 0.00001
1401/1401 [==============================] - 8s 6ms/step - loss: 9.4532e-06 - mean_squared_error: 9.4532e-06 - val_loss: 4.8078e-05 - val_mean_squared_error: 4.8078e-05
Epoch 14/500
1400/1401 [============================>.] - ETA: 0s - loss: 9.2847e-06 - mean_squared_error: 9.2847e-06
Epoch 00014: loss improved from 0.00001 to 0.00001, saving model to ./model_LSTM/17\14-0.0001.hdf5
1401/1401 [==============================] - 8s 6ms/step - loss: 9.2826e-06 - mean_squared_error: 9.2826e-06 - val_loss: 6.5630e-05 - val_mean_squared_error: 6.5630e-05
Epoch 15/500
1394/1401 [============================>.] - ETA: 0s - loss: 9.6707e-06 - mean_squared_error: 9.6707e-06
Epoch 00015: loss did not improve from 0.00001
1401/1401 [==============================] - 8s 5ms/step - loss: 9.6764e-06 - mean_squared_error: 9.6764e-06 - val_loss: 5.4874e-05 - val_mean_squared_error: 5.4874e-05
Epoch 16/500
1395/1401 [============================>.] - ETA: 0s - loss: 9.4398e-06 - mean_squared_error: 9.4398e-06
Epoch 00016: loss did not improve from 0.00001
1401/1401 [==============================] - 7s 5ms/step - loss: 9.4402e-06 - mean_squared_error: 9.4402e-06 - val_loss: 4.3970e-05 - val_mean_squared_error: 4.3970e-05
Epoch 17/500
1394/1401 [============================>.] - ETA: 0s - loss: 9.3178e-06 - mean_squared_error: 9.3178e-06
Epoch 00017: loss did not improve from 0.00001
1401/1401 [==============================] - 7s 5ms/step - loss: 9.2868e-06 - mean_squared_error: 9.2868e-06 - val_loss: 6.0884e-05 - val_mean_squared_error: 6.0884e-05
Epoch 18/500
1393/1401 [============================>.] - ETA: 0s - loss: 9.0587e-06 - mean_squared_error: 9.0587e-06
Epoch 00018: loss improved from 0.00001 to 0.00001, saving model to ./model_LSTM/17\18-0.0001.hdf5
1401/1401 [==============================] - 7s 5ms/step - loss: 9.0192e-06 - mean_squared_error: 9.0192e-06 - val_loss: 5.2559e-05 - val_mean_squared_error: 5.2559e-05
Epoch 19/500
1396/1401 [============================>.] - ETA: 0s - loss: 9.0925e-06 - mean_squared_error: 9.0925e-06
Epoch 00019: loss did not improve from 0.00001
1401/1401 [==============================] - 8s 5ms/step - loss: 9.0671e-06 - mean_squared_error: 9.0671e-06 - val_loss: 5.2874e-05 - val_mean_squared_error: 5.2874e-05
Epoch 20/500
1400/1401 [============================>.] - ETA: 0s - loss: 9.0329e-06 - mean_squared_error: 9.0329e-06
Epoch 00020: loss did not improve from 0.00001
1401/1401 [==============================] - 7s 5ms/step - loss: 9.0304e-06 - mean_squared_error: 9.0304e-06 - val_loss: 4.3162e-05 - val_mean_squared_error: 4.3162e-05
Epoch 21/500
1400/1401 [============================>.] - ETA: 0s - loss: 8.8131e-06 - mean_squared_error: 8.8131e-06
Epoch 00021: loss improved from 0.00001 to 0.00001, saving model to ./model_LSTM/17\21-0.0000.hdf5
1401/1401 [==============================] - 7s 5ms/step - loss: 8.8102e-06 - mean_squared_error: 8.8102e-06 - val_loss: 4.2116e-05 - val_mean_squared_error: 4.2116e-05
Epoch 22/500
1390/1401 [============================>.] - ETA: 0s - loss: 8.7898e-06 - mean_squared_error: 8.7898e-06
Epoch 00022: loss improved from 0.00001 to 0.00001, saving model to ./model_LSTM/17\22-0.0000.hdf5
1401/1401 [==============================] - 7s 5ms/step - loss: 8.7476e-06 - mean_squared_error: 8.7476e-06 - val_loss: 4.1167e-05 - val_mean_squared_error: 4.1167e-05
Epoch 23/500
1398/1401 [============================>.] - ETA: 0s - loss: 8.9304e-06 - mean_squared_error: 8.9304e-06
Epoch 00023: loss did not improve from 0.00001
1401/1401 [==============================] - 7s 5ms/step - loss: 8.9151e-06 - mean_squared_error: 8.9151e-06 - val_loss: 4.3831e-05 - val_mean_squared_error: 4.3831e-05
Epoch 24/500
1401/1401 [==============================] - ETA: 0s - loss: 9.1556e-06 - mean_squared_error: 9.1556e-06
Epoch 00024: loss did not improve from 0.00001
1401/1401 [==============================] - 7s 5ms/step - loss: 9.1556e-06 - mean_squared_error: 9.1556e-06 - val_loss: 5.1987e-05 - val_mean_squared_error: 5.1987e-05
Epoch 25/500
1399/1401 [============================>.] - ETA: 0s - loss: 8.5010e-06 - mean_squared_error: 8.5010e-06
Epoch 00025: loss improved from 0.00001 to 0.00001, saving model to ./model_LSTM/17\25-0.0001.hdf5
1401/1401 [==============================] - 7s 5ms/step - loss: 8.4935e-06 - mean_squared_error: 8.4935e-06 - val_loss: 5.3135e-05 - val_mean_squared_error: 5.3135e-05
Epoch 26/500
1391/1401 [============================>.] - ETA: 0s - loss: 8.9014e-06 - mean_squared_error: 8.9014e-06
Epoch 00026: loss did not improve from 0.00001
1401/1401 [==============================] - 7s 5ms/step - loss: 8.8485e-06 - mean_squared_error: 8.8485e-06 - val_loss: 5.6108e-05 - val_mean_squared_error: 5.6108e-05
Epoch 27/500
1397/1401 [============================>.] - ETA: 0s - loss: 8.8475e-06 - mean_squared_error: 8.8475e-06
Epoch 00027: loss did not improve from 0.00001
1401/1401 [==============================] - 8s 5ms/step - loss: 8.8802e-06 - mean_squared_error: 8.8802e-06 - val_loss: 4.6678e-05 - val_mean_squared_error: 4.6678e-05
Epoch 28/500
1398/1401 [============================>.] - ETA: 0s - loss: 9.4443e-06 - mean_squared_error: 9.4443e-06
Epoch 00028: loss did not improve from 0.00001
1401/1401 [==============================] - 8s 6ms/step - loss: 9.4327e-06 - mean_squared_error: 9.4327e-06 - val_loss: 5.4370e-05 - val_mean_squared_error: 5.4370e-05
Epoch 29/500
1397/1401 [============================>.] - ETA: 0s - loss: 8.7435e-06 - mean_squared_error: 8.7435e-06
Epoch 00029: loss did not improve from 0.00001
1401/1401 [==============================] - 8s 6ms/step - loss: 8.7264e-06 - mean_squared_error: 8.7264e-06 - val_loss: 5.2147e-05 - val_mean_squared_error: 5.2147e-05
Epoch 30/500
1394/1401 [============================>.] - ETA: 0s - loss: 8.3624e-06 - mean_squared_error: 8.3624e-06
Epoch 00030: loss improved from 0.00001 to 0.00001, saving model to ./model_LSTM/17\30-0.0001.hdf5
1401/1401 [==============================] - 9s 6ms/step - loss: 8.3871e-06 - mean_squared_error: 8.3871e-06 - val_loss: 5.2562e-05 - val_mean_squared_error: 5.2562e-05
Epoch 31/500
1400/1401 [============================>.] - ETA: 0s - loss: 7.9369e-06 - mean_squared_error: 7.9369e-06
Epoch 00031: loss improved from 0.00001 to 0.00001, saving model to ./model_LSTM/17\31-0.0000.hdf5
1401/1401 [==============================] - 9s 7ms/step - loss: 7.9344e-06 - mean_squared_error: 7.9344e-06 - val_loss: 4.0313e-05 - val_mean_squared_error: 4.0313e-05
Epoch 32/500
1393/1401 [============================>.] - ETA: 0s - loss: 8.6719e-06 - mean_squared_error: 8.6719e-06
Epoch 00032: loss did not improve from 0.00001
1401/1401 [==============================] - 9s 6ms/step - loss: 8.6525e-06 - mean_squared_error: 8.6525e-06 - val_loss: 4.6783e-05 - val_mean_squared_error: 4.6783e-05
Epoch 33/500
1395/1401 [============================>.] - ETA: 0s - loss: 8.2789e-06 - mean_squared_error: 8.2789e-06
Epoch 00033: loss did not improve from 0.00001
1401/1401 [==============================] - 8s 6ms/step - loss: 8.2654e-06 - mean_squared_error: 8.2654e-06 - val_loss: 6.7042e-05 - val_mean_squared_error: 6.7042e-05
Epoch 34/500
1393/1401 [============================>.] - ETA: 0s - loss: 9.3100e-06 - mean_squared_error: 9.3100e-06
Epoch 00034: loss did not improve from 0.00001
1401/1401 [==============================] - 7s 5ms/step - loss: 9.2686e-06 - mean_squared_error: 9.2686e-06 - val_loss: 4.4680e-05 - val_mean_squared_error: 4.4680e-05
Epoch 35/500
1390/1401 [============================>.] - ETA: 0s - loss: 7.7964e-06 - mean_squared_error: 7.7964e-06
Epoch 00035: loss improved from 0.00001 to 0.00001, saving model to ./model_LSTM/17\35-0.0000.hdf5
1401/1401 [==============================] - 7s 5ms/step - loss: 7.7584e-06 - mean_squared_error: 7.7584e-06 - val_loss: 4.4758e-05 - val_mean_squared_error: 4.4758e-05
Epoch 36/500
1399/1401 [============================>.] - ETA: 0s - loss: 8.1951e-06 - mean_squared_error: 8.1951e-06
Epoch 00036: loss did not improve from 0.00001
1401/1401 [==============================] - 7s 5ms/step - loss: 8.1897e-06 - mean_squared_error: 8.1897e-06 - val_loss: 5.9809e-05 - val_mean_squared_error: 5.9809e-05
Epoch 37/500
1390/1401 [============================>.] - ETA: 0s - loss: 7.9022e-06 - mean_squared_error: 7.9022e-06
Epoch 00037: loss did not improve from 0.00001
1401/1401 [==============================] - 6s 5ms/step - loss: 7.8643e-06 - mean_squared_error: 7.8643e-06 - val_loss: 4.5729e-05 - val_mean_squared_error: 4.5729e-05
Epoch 38/500
1400/1401 [============================>.] - ETA: 0s - loss: 8.8252e-06 - mean_squared_error: 8.8252e-06
Epoch 00038: loss did not improve from 0.00001
1401/1401 [==============================] - 7s 5ms/step - loss: 8.8229e-06 - mean_squared_error: 8.8229e-06 - val_loss: 4.6075e-05 - val_mean_squared_error: 4.6075e-05
Epoch 39/500
1400/1401 [============================>.] - ETA: 0s - loss: 9.7097e-06 - mean_squared_error: 9.7097e-06
Epoch 00039: loss did not improve from 0.00001
1401/1401 [==============================] - 7s 5ms/step - loss: 9.7074e-06 - mean_squared_error: 9.7074e-06 - val_loss: 4.1355e-05 - val_mean_squared_error: 4.1355e-05
Epoch 40/500
1393/1401 [============================>.] - ETA: 0s - loss: 8.0637e-06 - mean_squared_error: 8.0637e-06
Epoch 00040: loss did not improve from 0.00001
1401/1401 [==============================] - 7s 5ms/step - loss: 8.0337e-06 - mean_squared_error: 8.0337e-06 - val_loss: 7.0946e-05 - val_mean_squared_error: 7.0946e-05
Epoch 00040: early stopping
Epoch 1/500
796/798 [============================>.] - ETA: 0s - loss: 6.6666e-05 - mean_squared_error: 6.6666e-05
Epoch 00001: loss improved from inf to 0.00007, saving model to ./model_LSTM/18\01-0.0000.hdf5
798/798 [==============================] - 4s 5ms/step - loss: 6.6750e-05 - mean_squared_error: 6.6750e-05 - val_loss: 5.9012e-06 - val_mean_squared_error: 5.9012e-06
Epoch 2/500
786/798 [============================>.] - ETA: 0s - loss: 5.3007e-05 - mean_squared_error: 5.3007e-05
Epoch 00002: loss improved from 0.00007 to 0.00005, saving model to ./model_LSTM/18\02-0.0000.hdf5
798/798 [==============================] - 4s 5ms/step - loss: 5.2530e-05 - mean_squared_error: 5.2530e-05 - val_loss: 6.5379e-06 - val_mean_squared_error: 6.5379e-06
Epoch 3/500
797/798 [============================>.] - ETA: 0s - loss: 5.0966e-05 - mean_squared_error: 5.0966e-05
Epoch 00003: loss improved from 0.00005 to 0.00005, saving model to ./model_LSTM/18\03-0.0000.hdf5
798/798 [==============================] - 4s 5ms/step - loss: 5.1301e-05 - mean_squared_error: 5.1301e-05 - val_loss: 5.5517e-06 - val_mean_squared_error: 5.5517e-06
Epoch 4/500
792/798 [============================>.] - ETA: 0s - loss: 4.9879e-05 - mean_squared_error: 4.9879e-05
Epoch 00004: loss improved from 0.00005 to 0.00005, saving model to ./model_LSTM/18\04-0.0000.hdf5
798/798 [==============================] - 4s 5ms/step - loss: 4.9892e-05 - mean_squared_error: 4.9892e-05 - val_loss: 7.0188e-06 - val_mean_squared_error: 7.0188e-06
Epoch 5/500
798/798 [==============================] - ETA: 0s - loss: 4.9284e-05 - mean_squared_error: 4.9284e-05
Epoch 00005: loss improved from 0.00005 to 0.00005, saving model to ./model_LSTM/18\05-0.0000.hdf5
798/798 [==============================] - 4s 5ms/step - loss: 4.9284e-05 - mean_squared_error: 4.9284e-05 - val_loss: 6.7687e-06 - val_mean_squared_error: 6.7687e-06
Epoch 6/500
789/798 [============================>.] - ETA: 0s - loss: 4.7743e-05 - mean_squared_error: 4.7743e-05
Epoch 00006: loss improved from 0.00005 to 0.00005, saving model to ./model_LSTM/18\06-0.0000.hdf5
798/798 [==============================] - 4s 5ms/step - loss: 4.7271e-05 - mean_squared_error: 4.7271e-05 - val_loss: 5.0873e-06 - val_mean_squared_error: 5.0873e-06
Epoch 7/500
787/798 [============================>.] - ETA: 0s - loss: 4.9028e-05 - mean_squared_error: 4.9028e-05
Epoch 00007: loss did not improve from 0.00005
798/798 [==============================] - 4s 5ms/step - loss: 4.8685e-05 - mean_squared_error: 4.8685e-05 - val_loss: 5.7230e-06 - val_mean_squared_error: 5.7230e-06
Epoch 8/500
794/798 [============================>.] - ETA: 0s - loss: 4.7549e-05 - mean_squared_error: 4.7549e-05
Epoch 00008: loss did not improve from 0.00005
798/798 [==============================] - 4s 5ms/step - loss: 4.7379e-05 - mean_squared_error: 4.7379e-05 - val_loss: 1.0964e-05 - val_mean_squared_error: 1.0964e-05
Epoch 9/500
797/798 [============================>.] - ETA: 0s - loss: 4.7523e-05 - mean_squared_error: 4.7523e-05
Epoch 00009: loss did not improve from 0.00005
798/798 [==============================] - 4s 5ms/step - loss: 4.7510e-05 - mean_squared_error: 4.7510e-05 - val_loss: 5.2423e-06 - val_mean_squared_error: 5.2423e-06
Epoch 10/500
788/798 [============================>.] - ETA: 0s - loss: 4.5478e-05 - mean_squared_error: 4.5478e-05
Epoch 00010: loss improved from 0.00005 to 0.00005, saving model to ./model_LSTM/18\10-0.0000.hdf5
798/798 [==============================] - 4s 5ms/step - loss: 4.5483e-05 - mean_squared_error: 4.5483e-05 - val_loss: 5.0599e-06 - val_mean_squared_error: 5.0599e-06
Epoch 11/500
796/798 [============================>.] - ETA: 0s - loss: 4.6567e-05 - mean_squared_error: 4.6567e-05
Epoch 00011: loss did not improve from 0.00005
798/798 [==============================] - 4s 5ms/step - loss: 4.6494e-05 - mean_squared_error: 4.6494e-05 - val_loss: 5.8986e-06 - val_mean_squared_error: 5.8986e-06
Epoch 12/500
793/798 [============================>.] - ETA: 0s - loss: 4.4807e-05 - mean_squared_error: 4.4807e-05
Epoch 00012: loss improved from 0.00005 to 0.00004, saving model to ./model_LSTM/18\12-0.0000.hdf5
798/798 [==============================] - 4s 5ms/step - loss: 4.4588e-05 - mean_squared_error: 4.4588e-05 - val_loss: 4.5357e-06 - val_mean_squared_error: 4.5357e-06
Epoch 13/500
796/798 [============================>.] - ETA: 0s - loss: 4.7418e-05 - mean_squared_error: 4.7418e-05
Epoch 00013: loss did not improve from 0.00004
798/798 [==============================] - 4s 5ms/step - loss: 4.7487e-05 - mean_squared_error: 4.7487e-05 - val_loss: 6.5702e-06 - val_mean_squared_error: 6.5702e-06
Epoch 14/500
789/798 [============================>.] - ETA: 0s - loss: 4.7027e-05 - mean_squared_error: 4.7027e-05
Epoch 00014: loss did not improve from 0.00004
798/798 [==============================] - 4s 6ms/step - loss: 4.6558e-05 - mean_squared_error: 4.6558e-05 - val_loss: 5.4420e-06 - val_mean_squared_error: 5.4420e-06
Epoch 15/500
790/798 [============================>.] - ETA: 0s - loss: 4.5968e-05 - mean_squared_error: 4.5968e-05
Epoch 00015: loss did not improve from 0.00004
798/798 [==============================] - 5s 6ms/step - loss: 4.5603e-05 - mean_squared_error: 4.5603e-05 - val_loss: 4.4550e-06 - val_mean_squared_error: 4.4550e-06
Epoch 16/500
791/798 [============================>.] - ETA: 0s - loss: 4.5251e-05 - mean_squared_error: 4.5251e-05
Epoch 00016: loss did not improve from 0.00004
798/798 [==============================] - 5s 6ms/step - loss: 4.4919e-05 - mean_squared_error: 4.4919e-05 - val_loss: 4.8751e-06 - val_mean_squared_error: 4.8751e-06
Epoch 17/500
793/798 [============================>.] - ETA: 0s - loss: 4.5432e-05 - mean_squared_error: 4.5432e-05
Epoch 00017: loss did not improve from 0.00004
798/798 [==============================] - 5s 6ms/step - loss: 4.5206e-05 - mean_squared_error: 4.5206e-05 - val_loss: 5.0839e-06 - val_mean_squared_error: 5.0839e-06
Epoch 00017: early stopping
Epoch 1/500
2217/2225 [============================>.] - ETA: 0s - loss: 3.7960e-05 - mean_squared_error: 3.7960e-05
Epoch 00001: loss improved from inf to 0.00004, saving model to ./model_LSTM/19\01-0.0000.hdf5
2225/2225 [==============================] - 14s 6ms/step - loss: 3.7841e-05 - mean_squared_error: 3.7841e-05 - val_loss: 2.2389e-06 - val_mean_squared_error: 2.2389e-06
Epoch 2/500
2224/2225 [============================>.] - ETA: 0s - loss: 3.5897e-05 - mean_squared_error: 3.5897e-05
Epoch 00002: loss improved from 0.00004 to 0.00004, saving model to ./model_LSTM/19\02-0.0000.hdf5
2225/2225 [==============================] - 13s 6ms/step - loss: 3.5892e-05 - mean_squared_error: 3.5892e-05 - val_loss: 1.9034e-06 - val_mean_squared_error: 1.9034e-06
Epoch 3/500
2221/2225 [============================>.] - ETA: 0s - loss: 3.4149e-05 - mean_squared_error: 3.4149e-05
Epoch 00003: loss improved from 0.00004 to 0.00003, saving model to ./model_LSTM/19\03-0.0000.hdf5
2225/2225 [==============================] - 12s 5ms/step - loss: 3.4099e-05 - mean_squared_error: 3.4099e-05 - val_loss: 1.4384e-06 - val_mean_squared_error: 1.4384e-06
Epoch 4/500
2216/2225 [============================>.] - ETA: 0s - loss: 3.4115e-05 - mean_squared_error: 3.4115e-05
Epoch 00004: loss improved from 0.00003 to 0.00003, saving model to ./model_LSTM/19\04-0.0000.hdf5
2225/2225 [==============================] - 11s 5ms/step - loss: 3.4008e-05 - mean_squared_error: 3.4008e-05 - val_loss: 1.6167e-06 - val_mean_squared_error: 1.6167e-06
Epoch 5/500
2219/2225 [============================>.] - ETA: 0s - loss: 3.1887e-05 - mean_squared_error: 3.1887e-05
Epoch 00005: loss improved from 0.00003 to 0.00003, saving model to ./model_LSTM/19\05-0.0000.hdf5
2225/2225 [==============================] - 10s 5ms/step - loss: 3.1827e-05 - mean_squared_error: 3.1827e-05 - val_loss: 1.6066e-06 - val_mean_squared_error: 1.6066e-06
Epoch 6/500
2225/2225 [==============================] - ETA: 0s - loss: 3.1195e-05 - mean_squared_error: 3.1195e-05
Epoch 00006: loss improved from 0.00003 to 0.00003, saving model to ./model_LSTM/19\06-0.0000.hdf5
2225/2225 [==============================] - 11s 5ms/step - loss: 3.1195e-05 - mean_squared_error: 3.1195e-05 - val_loss: 1.4395e-06 - val_mean_squared_error: 1.4395e-06
Epoch 7/500
2214/2225 [============================>.] - ETA: 0s - loss: 3.0665e-05 - mean_squared_error: 3.0665e-05
Epoch 00007: loss improved from 0.00003 to 0.00003, saving model to ./model_LSTM/19\07-0.0000.hdf5
2225/2225 [==============================] - 11s 5ms/step - loss: 3.0538e-05 - mean_squared_error: 3.0538e-05 - val_loss: 2.9042e-06 - val_mean_squared_error: 2.9042e-06
Epoch 8/500
2223/2225 [============================>.] - ETA: 0s - loss: 3.0533e-05 - mean_squared_error: 3.0533e-05
Epoch 00008: loss improved from 0.00003 to 0.00003, saving model to ./model_LSTM/19\08-0.0000.hdf5
2225/2225 [==============================] - 11s 5ms/step - loss: 3.0515e-05 - mean_squared_error: 3.0515e-05 - val_loss: 1.7640e-06 - val_mean_squared_error: 1.7640e-06
Epoch 9/500
2217/2225 [============================>.] - ETA: 0s - loss: 2.9931e-05 - mean_squared_error: 2.9931e-05
Epoch 00009: loss improved from 0.00003 to 0.00003, saving model to ./model_LSTM/19\09-0.0000.hdf5
2225/2225 [==============================] - 12s 5ms/step - loss: 2.9862e-05 - mean_squared_error: 2.9862e-05 - val_loss: 2.2229e-06 - val_mean_squared_error: 2.2229e-06
Epoch 10/500
2223/2225 [============================>.] - ETA: 0s - loss: 2.8752e-05 - mean_squared_error: 2.8752e-05
Epoch 00010: loss improved from 0.00003 to 0.00003, saving model to ./model_LSTM/19\10-0.0000.hdf5
2225/2225 [==============================] - 12s 5ms/step - loss: 2.8737e-05 - mean_squared_error: 2.8737e-05 - val_loss: 5.3363e-06 - val_mean_squared_error: 5.3363e-06
Epoch 11/500
2222/2225 [============================>.] - ETA: 0s - loss: 2.8843e-05 - mean_squared_error: 2.8843e-05
Epoch 00011: loss did not improve from 0.00003
2225/2225 [==============================] - 13s 6ms/step - loss: 2.8821e-05 - mean_squared_error: 2.8821e-05 - val_loss: 1.8967e-06 - val_mean_squared_error: 1.8967e-06
Epoch 12/500
2218/2225 [============================>.] - ETA: 0s - loss: 2.8902e-05 - mean_squared_error: 2.8902e-05
Epoch 00012: loss did not improve from 0.00003
2225/2225 [==============================] - 13s 6ms/step - loss: 2.8836e-05 - mean_squared_error: 2.8836e-05 - val_loss: 2.0770e-06 - val_mean_squared_error: 2.0770e-06
Epoch 13/500
2223/2225 [============================>.] - ETA: 0s - loss: 2.8114e-05 - mean_squared_error: 2.8114e-05
Epoch 00013: loss improved from 0.00003 to 0.00003, saving model to ./model_LSTM/19\13-0.0000.hdf5
2225/2225 [==============================] - 15s 7ms/step - loss: 2.8102e-05 - mean_squared_error: 2.8102e-05 - val_loss: 7.4741e-06 - val_mean_squared_error: 7.4741e-06
Epoch 14/500
2218/2225 [============================>.] - ETA: 0s - loss: 2.7067e-05 - mean_squared_error: 2.7067e-05
Epoch 00014: loss improved from 0.00003 to 0.00003, saving model to ./model_LSTM/19\14-0.0000.hdf5
2225/2225 [==============================] - 14s 6ms/step - loss: 2.7025e-05 - mean_squared_error: 2.7025e-05 - val_loss: 1.4223e-06 - val_mean_squared_error: 1.4223e-06
Epoch 15/500
2217/2225 [============================>.] - ETA: 0s - loss: 2.7145e-05 - mean_squared_error: 2.7145e-05
Epoch 00015: loss did not improve from 0.00003
2225/2225 [==============================] - 12s 6ms/step - loss: 2.7075e-05 - mean_squared_error: 2.7075e-05 - val_loss: 4.1287e-06 - val_mean_squared_error: 4.1287e-06
Epoch 16/500
2221/2225 [============================>.] - ETA: 0s - loss: 2.5897e-05 - mean_squared_error: 2.5897e-05
Epoch 00016: loss improved from 0.00003 to 0.00003, saving model to ./model_LSTM/19\16-0.0000.hdf5
2225/2225 [==============================] - 11s 5ms/step - loss: 2.5860e-05 - mean_squared_error: 2.5860e-05 - val_loss: 5.0865e-06 - val_mean_squared_error: 5.0865e-06
Epoch 17/500
2225/2225 [==============================] - ETA: 0s - loss: 2.6161e-05 - mean_squared_error: 2.6161e-05
Epoch 00017: loss did not improve from 0.00003
2225/2225 [==============================] - 11s 5ms/step - loss: 2.6161e-05 - mean_squared_error: 2.6161e-05 - val_loss: 2.8243e-06 - val_mean_squared_error: 2.8243e-06
Epoch 18/500
2225/2225 [==============================] - ETA: 0s - loss: 2.6514e-05 - mean_squared_error: 2.6514e-05
Epoch 00018: loss did not improve from 0.00003
2225/2225 [==============================] - 11s 5ms/step - loss: 2.6514e-05 - mean_squared_error: 2.6514e-05 - val_loss: 1.4982e-06 - val_mean_squared_error: 1.4982e-06
Epoch 19/500
2221/2225 [============================>.] - ETA: 0s - loss: 2.5569e-05 - mean_squared_error: 2.5569e-05
Epoch 00019: loss improved from 0.00003 to 0.00003, saving model to ./model_LSTM/19\19-0.0000.hdf5
2225/2225 [==============================] - 11s 5ms/step - loss: 2.5541e-05 - mean_squared_error: 2.5541e-05 - val_loss: 1.6490e-06 - val_mean_squared_error: 1.6490e-06
Epoch 20/500
2225/2225 [==============================] - ETA: 0s - loss: 2.6433e-05 - mean_squared_error: 2.6433e-05
Epoch 00020: loss did not improve from 0.00003
2225/2225 [==============================] - 12s 5ms/step - loss: 2.6433e-05 - mean_squared_error: 2.6433e-05 - val_loss: 2.8782e-06 - val_mean_squared_error: 2.8782e-06
Epoch 21/500
2222/2225 [============================>.] - ETA: 0s - loss: 2.4361e-05 - mean_squared_error: 2.4361e-05
Epoch 00021: loss improved from 0.00003 to 0.00002, saving model to ./model_LSTM/19\21-0.0000.hdf5
2225/2225 [==============================] - 11s 5ms/step - loss: 2.4341e-05 - mean_squared_error: 2.4341e-05 - val_loss: 3.2591e-06 - val_mean_squared_error: 3.2591e-06
Epoch 22/500
2215/2225 [============================>.] - ETA: 0s - loss: 2.4309e-05 - mean_squared_error: 2.4309e-05
Epoch 00022: loss improved from 0.00002 to 0.00002, saving model to ./model_LSTM/19\22-0.0000.hdf5
2225/2225 [==============================] - 12s 5ms/step - loss: 2.4295e-05 - mean_squared_error: 2.4295e-05 - val_loss: 7.9582e-06 - val_mean_squared_error: 7.9582e-06
Epoch 23/500
2216/2225 [============================>.] - ETA: 0s - loss: 2.5147e-05 - mean_squared_error: 2.5147e-05
Epoch 00023: loss did not improve from 0.00002
2225/2225 [==============================] - 13s 6ms/step - loss: 2.5111e-05 - mean_squared_error: 2.5111e-05 - val_loss: 8.5640e-06 - val_mean_squared_error: 8.5640e-06
Epoch 24/500
2220/2225 [============================>.] - ETA: 0s - loss: 2.2013e-05 - mean_squared_error: 2.2013e-05
Epoch 00024: loss improved from 0.00002 to 0.00002, saving model to ./model_LSTM/19\24-0.0000.hdf5
2225/2225 [==============================] - 14s 6ms/step - loss: 2.2627e-05 - mean_squared_error: 2.2627e-05 - val_loss: 2.5889e-05 - val_mean_squared_error: 2.5889e-05
Epoch 25/500
2223/2225 [============================>.] - ETA: 0s - loss: 2.2654e-05 - mean_squared_error: 2.2654e-05
Epoch 00025: loss did not improve from 0.00002
2225/2225 [==============================] - 14s 6ms/step - loss: 2.2641e-05 - mean_squared_error: 2.2641e-05 - val_loss: 1.2660e-06 - val_mean_squared_error: 1.2660e-06
Epoch 26/500
2224/2225 [============================>.] - ETA: 0s - loss: 2.8031e-05 - mean_squared_error: 2.8031e-05
Epoch 00026: loss did not improve from 0.00002
2225/2225 [==============================] - 12s 6ms/step - loss: 2.8026e-05 - mean_squared_error: 2.8026e-05 - val_loss: 2.3004e-06 - val_mean_squared_error: 2.3004e-06
Epoch 27/500
2219/2225 [============================>.] - ETA: 0s - loss: 2.3059e-05 - mean_squared_error: 2.3059e-05
Epoch 00027: loss did not improve from 0.00002
2225/2225 [==============================] - 12s 5ms/step - loss: 2.3015e-05 - mean_squared_error: 2.3015e-05 - val_loss: 3.5023e-06 - val_mean_squared_error: 3.5023e-06
Epoch 28/500
2221/2225 [============================>.] - ETA: 0s - loss: 2.2060e-05 - mean_squared_error: 2.2060e-05
Epoch 00028: loss improved from 0.00002 to 0.00002, saving model to ./model_LSTM/19\28-0.0000.hdf5
2225/2225 [==============================] - 11s 5ms/step - loss: 2.2054e-05 - mean_squared_error: 2.2054e-05 - val_loss: 4.4281e-06 - val_mean_squared_error: 4.4281e-06
Epoch 29/500
2217/2225 [============================>.] - ETA: 0s - loss: 1.9754e-05 - mean_squared_error: 1.9754e-05
Epoch 00029: loss improved from 0.00002 to 0.00002, saving model to ./model_LSTM/19\29-0.0000.hdf5
2225/2225 [==============================] - 11s 5ms/step - loss: 2.0929e-05 - mean_squared_error: 2.0929e-05 - val_loss: 1.7889e-05 - val_mean_squared_error: 1.7889e-05
Epoch 30/500
2219/2225 [============================>.] - ETA: 0s - loss: 2.1543e-05 - mean_squared_error: 2.1543e-05
Epoch 00030: loss did not improve from 0.00002
2225/2225 [==============================] - 11s 5ms/step - loss: 2.3196e-05 - mean_squared_error: 2.3196e-05 - val_loss: 8.2143e-06 - val_mean_squared_error: 8.2143e-06
Epoch 31/500
2222/2225 [============================>.] - ETA: 0s - loss: 2.3644e-05 - mean_squared_error: 2.3644e-05
Epoch 00031: loss did not improve from 0.00002
2225/2225 [==============================] - 11s 5ms/step - loss: 2.3638e-05 - mean_squared_error: 2.3638e-05 - val_loss: 1.8119e-06 - val_mean_squared_error: 1.8119e-06
Epoch 32/500
2217/2225 [============================>.] - ETA: 0s - loss: 2.2102e-05 - mean_squared_error: 2.2102e-05
Epoch 00032: loss did not improve from 0.00002
2225/2225 [==============================] - 12s 5ms/step - loss: 2.2067e-05 - mean_squared_error: 2.2067e-05 - val_loss: 2.6417e-06 - val_mean_squared_error: 2.6417e-06
Epoch 33/500
2223/2225 [============================>.] - ETA: 0s - loss: 2.2891e-05 - mean_squared_error: 2.2891e-05
Epoch 00033: loss did not improve from 0.00002
2225/2225 [==============================] - 12s 5ms/step - loss: 2.2877e-05 - mean_squared_error: 2.2877e-05 - val_loss: 2.8911e-06 - val_mean_squared_error: 2.8911e-06
Epoch 34/500
2222/2225 [============================>.] - ETA: 0s - loss: 2.1538e-05 - mean_squared_error: 2.1538e-05
Epoch 00034: loss did not improve from 0.00002
2225/2225 [==============================] - 12s 6ms/step - loss: 2.1953e-05 - mean_squared_error: 2.1953e-05 - val_loss: 1.2692e-06 - val_mean_squared_error: 1.2692e-06
Epoch 00034: early stopping
Epoch 1/500
2231/2239 [============================>.] - ETA: 0s - loss: 4.2532e-05 - mean_squared_error: 4.2532e-05
Epoch 00001: loss improved from inf to 0.00004, saving model to ./model_LSTM/20\01-0.0000.hdf5
2239/2239 [==============================] - 13s 6ms/step - loss: 4.2451e-05 - mean_squared_error: 4.2451e-05 - val_loss: 4.6281e-06 - val_mean_squared_error: 4.6281e-06
Epoch 2/500
2234/2239 [============================>.] - ETA: 0s - loss: 3.5325e-05 - mean_squared_error: 3.5325e-05
Epoch 00002: loss improved from 0.00004 to 0.00004, saving model to ./model_LSTM/20\02-0.0000.hdf5
2239/2239 [==============================] - 15s 7ms/step - loss: 3.5344e-05 - mean_squared_error: 3.5344e-05 - val_loss: 4.6587e-06 - val_mean_squared_error: 4.6587e-06
Epoch 3/500
2235/2239 [============================>.] - ETA: 0s - loss: 3.3841e-05 - mean_squared_error: 3.3841e-05
Epoch 00003: loss improved from 0.00004 to 0.00003, saving model to ./model_LSTM/20\03-0.0000.hdf5
2239/2239 [==============================] - 16s 7ms/step - loss: 3.3811e-05 - mean_squared_error: 3.3811e-05 - val_loss: 6.4736e-06 - val_mean_squared_error: 6.4736e-06
Epoch 4/500
2239/2239 [==============================] - ETA: 0s - loss: 3.4103e-05 - mean_squared_error: 3.4103e-05
Epoch 00004: loss did not improve from 0.00003
2239/2239 [==============================] - 12s 5ms/step - loss: 3.4103e-05 - mean_squared_error: 3.4103e-05 - val_loss: 4.4583e-06 - val_mean_squared_error: 4.4583e-06
Epoch 5/500
2236/2239 [============================>.] - ETA: 0s - loss: 3.2624e-05 - mean_squared_error: 3.2624e-05
Epoch 00005: loss improved from 0.00003 to 0.00003, saving model to ./model_LSTM/20\05-0.0000.hdf5
2239/2239 [==============================] - 11s 5ms/step - loss: 3.2604e-05 - mean_squared_error: 3.2604e-05 - val_loss: 5.3288e-06 - val_mean_squared_error: 5.3288e-06
Epoch 6/500
2229/2239 [============================>.] - ETA: 0s - loss: 3.2841e-05 - mean_squared_error: 3.2841e-05
Epoch 00006: loss did not improve from 0.00003
2239/2239 [==============================] - 11s 5ms/step - loss: 3.2836e-05 - mean_squared_error: 3.2836e-05 - val_loss: 5.4033e-06 - val_mean_squared_error: 5.4033e-06
Epoch 7/500
2231/2239 [============================>.] - ETA: 0s - loss: 3.2745e-05 - mean_squared_error: 3.2745e-05
Epoch 00007: loss did not improve from 0.00003
2239/2239 [==============================] - 13s 6ms/step - loss: 3.2920e-05 - mean_squared_error: 3.2920e-05 - val_loss: 4.7085e-06 - val_mean_squared_error: 4.7085e-06
Epoch 8/500
2237/2239 [============================>.] - ETA: 0s - loss: 3.3328e-05 - mean_squared_error: 3.3328e-05
Epoch 00008: loss did not improve from 0.00003
2239/2239 [==============================] - 11s 5ms/step - loss: 3.3313e-05 - mean_squared_error: 3.3313e-05 - val_loss: 5.1833e-06 - val_mean_squared_error: 5.1833e-06
Epoch 9/500
2228/2239 [============================>.] - ETA: 0s - loss: 3.2975e-05 - mean_squared_error: 3.2975e-05
Epoch 00009: loss did not improve from 0.00003
2239/2239 [==============================] - 11s 5ms/step - loss: 3.2884e-05 - mean_squared_error: 3.2884e-05 - val_loss: 4.7905e-06 - val_mean_squared_error: 4.7905e-06
Epoch 10/500
2232/2239 [============================>.] - ETA: 0s - loss: 3.2725e-05 - mean_squared_error: 3.2725e-05
Epoch 00010: loss did not improve from 0.00003
2239/2239 [==============================] - 14s 6ms/step - loss: 3.2665e-05 - mean_squared_error: 3.2665e-05 - val_loss: 5.4586e-06 - val_mean_squared_error: 5.4586e-06
Epoch 00010: early stopping
Epoch 1/500
280/282 [============================>.] - ETA: 0s - loss: 7.5714e-05 - mean_squared_error: 7.5714e-05
Epoch 00001: loss improved from inf to 0.00008, saving model to ./model_LSTM/21\01-0.0000.hdf5
282/282 [==============================] - 3s 10ms/step - loss: 7.5593e-05 - mean_squared_error: 7.5593e-05 - val_loss: 1.3570e-05 - val_mean_squared_error: 1.3570e-05
Epoch 2/500
280/282 [============================>.] - ETA: 0s - loss: 5.9537e-05 - mean_squared_error: 5.9537e-05
Epoch 00002: loss improved from 0.00008 to 0.00006, saving model to ./model_LSTM/21\02-0.0000.hdf5
282/282 [==============================] - 2s 8ms/step - loss: 5.9343e-05 - mean_squared_error: 5.9343e-05 - val_loss: 1.1417e-05 - val_mean_squared_error: 1.1417e-05
Epoch 3/500
280/282 [============================>.] - ETA: 0s - loss: 5.6209e-05 - mean_squared_error: 5.6209e-05
Epoch 00003: loss improved from 0.00006 to 0.00006, saving model to ./model_LSTM/21\03-0.0000.hdf5
282/282 [==============================] - 2s 9ms/step - loss: 5.6035e-05 - mean_squared_error: 5.6035e-05 - val_loss: 1.5068e-05 - val_mean_squared_error: 1.5068e-05
Epoch 4/500
282/282 [==============================] - ETA: 0s - loss: 5.6506e-05 - mean_squared_error: 5.6506e-05
Epoch 00004: loss did not improve from 0.00006
282/282 [==============================] - 3s 9ms/step - loss: 5.6506e-05 - mean_squared_error: 5.6506e-05 - val_loss: 1.6814e-05 - val_mean_squared_error: 1.6814e-05
Epoch 5/500
282/282 [==============================] - ETA: 0s - loss: 5.5490e-05 - mean_squared_error: 5.5490e-05
Epoch 00005: loss improved from 0.00006 to 0.00006, saving model to ./model_LSTM/21\05-0.0000.hdf5
282/282 [==============================] - 2s 9ms/step - loss: 5.5490e-05 - mean_squared_error: 5.5490e-05 - val_loss: 1.5081e-05 - val_mean_squared_error: 1.5081e-05
Epoch 6/500
277/282 [============================>.] - ETA: 0s - loss: 5.3621e-05 - mean_squared_error: 5.3621e-05
Epoch 00006: loss improved from 0.00006 to 0.00005, saving model to ./model_LSTM/21\06-0.0000.hdf5
282/282 [==============================] - 3s 9ms/step - loss: 5.3482e-05 - mean_squared_error: 5.3482e-05 - val_loss: 1.3735e-05 - val_mean_squared_error: 1.3735e-05
Epoch 7/500
277/282 [============================>.] - ETA: 0s - loss: 5.0594e-05 - mean_squared_error: 5.0594e-05
Epoch 00007: loss improved from 0.00005 to 0.00005, saving model to ./model_LSTM/21\07-0.0000.hdf5
282/282 [==============================] - 3s 10ms/step - loss: 5.2686e-05 - mean_squared_error: 5.2686e-05 - val_loss: 1.2209e-05 - val_mean_squared_error: 1.2209e-05
Epoch 8/500
277/282 [============================>.] - ETA: 0s - loss: 5.2628e-05 - mean_squared_error: 5.2628e-05
Epoch 00008: loss improved from 0.00005 to 0.00005, saving model to ./model_LSTM/21\08-0.0000.hdf5
282/282 [==============================] - 3s 12ms/step - loss: 5.2209e-05 - mean_squared_error: 5.2209e-05 - val_loss: 1.0784e-05 - val_mean_squared_error: 1.0784e-05
Epoch 9/500
277/282 [============================>.] - ETA: 0s - loss: 5.2630e-05 - mean_squared_error: 5.2630e-05
Epoch 00009: loss improved from 0.00005 to 0.00005, saving model to ./model_LSTM/21\09-0.0000.hdf5
282/282 [==============================] - 3s 9ms/step - loss: 5.2059e-05 - mean_squared_error: 5.2059e-05 - val_loss: 1.0234e-05 - val_mean_squared_error: 1.0234e-05
Epoch 10/500
277/282 [============================>.] - ETA: 0s - loss: 5.2220e-05 - mean_squared_error: 5.2220e-05
Epoch 00010: loss improved from 0.00005 to 0.00005, saving model to ./model_LSTM/21\10-0.0000.hdf5
282/282 [==============================] - 2s 8ms/step - loss: 5.1849e-05 - mean_squared_error: 5.1849e-05 - val_loss: 2.1232e-05 - val_mean_squared_error: 2.1232e-05
Epoch 11/500
274/282 [============================>.] - ETA: 0s - loss: 5.2474e-05 - mean_squared_error: 5.2474e-05
Epoch 00011: loss did not improve from 0.00005
282/282 [==============================] - 2s 7ms/step - loss: 5.2094e-05 - mean_squared_error: 5.2094e-05 - val_loss: 1.9967e-05 - val_mean_squared_error: 1.9967e-05
Epoch 12/500
279/282 [============================>.] - ETA: 0s - loss: 5.0300e-05 - mean_squared_error: 5.0300e-05
Epoch 00012: loss improved from 0.00005 to 0.00005, saving model to ./model_LSTM/21\12-0.0000.hdf5
282/282 [==============================] - 2s 7ms/step - loss: 5.0170e-05 - mean_squared_error: 5.0170e-05 - val_loss: 1.0498e-05 - val_mean_squared_error: 1.0498e-05
Epoch 13/500
281/282 [============================>.] - ETA: 0s - loss: 4.9614e-05 - mean_squared_error: 4.9614e-05
Epoch 00013: loss improved from 0.00005 to 0.00005, saving model to ./model_LSTM/21\13-0.0000.hdf5
282/282 [==============================] - 2s 8ms/step - loss: 4.9558e-05 - mean_squared_error: 4.9558e-05 - val_loss: 1.6438e-05 - val_mean_squared_error: 1.6438e-05
Epoch 14/500
281/282 [============================>.] - ETA: 0s - loss: 5.1620e-05 - mean_squared_error: 5.1620e-05
Epoch 00014: loss did not improve from 0.00005
282/282 [==============================] - 2s 8ms/step - loss: 5.1560e-05 - mean_squared_error: 5.1560e-05 - val_loss: 1.2396e-05 - val_mean_squared_error: 1.2396e-05
Epoch 15/500
276/282 [============================>.] - ETA: 0s - loss: 5.0223e-05 - mean_squared_error: 5.0223e-05
Epoch 00015: loss did not improve from 0.00005
282/282 [==============================] - 2s 8ms/step - loss: 4.9914e-05 - mean_squared_error: 4.9914e-05 - val_loss: 1.7097e-05 - val_mean_squared_error: 1.7097e-05
Epoch 16/500
282/282 [==============================] - ETA: 0s - loss: 4.9080e-05 - mean_squared_error: 4.9080e-05
Epoch 00016: loss improved from 0.00005 to 0.00005, saving model to ./model_LSTM/21\16-0.0000.hdf5
282/282 [==============================] - 2s 8ms/step - loss: 4.9080e-05 - mean_squared_error: 4.9080e-05 - val_loss: 1.0093e-05 - val_mean_squared_error: 1.0093e-05
Epoch 17/500
282/282 [==============================] - ETA: 0s - loss: 5.1122e-05 - mean_squared_error: 5.1122e-05
Epoch 00017: loss did not improve from 0.00005
282/282 [==============================] - 2s 8ms/step - loss: 5.1122e-05 - mean_squared_error: 5.1122e-05 - val_loss: 1.5617e-05 - val_mean_squared_error: 1.5617e-05
Epoch 18/500
281/282 [============================>.] - ETA: 0s - loss: 5.0297e-05 - mean_squared_error: 5.0297e-05 ETA: 0s - loss: 5.0824e-05 - mean_squared_error: 5.0824e-
Epoch 00018: loss did not improve from 0.00005
282/282 [==============================] - 2s 8ms/step - loss: 5.0330e-05 - mean_squared_error: 5.0330e-05 - val_loss: 9.7477e-06 - val_mean_squared_error: 9.7477e-06
Epoch 19/500
279/282 [============================>.] - ETA: 0s - loss: 4.9865e-05 - mean_squared_error: 4.9865e-05
Epoch 00019: loss did not improve from 0.00005
282/282 [==============================] - 2s 8ms/step - loss: 4.9775e-05 - mean_squared_error: 4.9775e-05 - val_loss: 1.2204e-05 - val_mean_squared_error: 1.2204e-05
Epoch 20/500
277/282 [============================>.] - ETA: 0s - loss: 4.9036e-05 - mean_squared_error: 4.9036e-05
Epoch 00020: loss improved from 0.00005 to 0.00005, saving model to ./model_LSTM/21\20-0.0000.hdf5
282/282 [==============================] - 2s 8ms/step - loss: 4.8891e-05 - mean_squared_error: 4.8891e-05 - val_loss: 1.6227e-05 - val_mean_squared_error: 1.6227e-05
Epoch 21/500
277/282 [============================>.] - ETA: 0s - loss: 4.9926e-05 - mean_squared_error: 4.9926e-05
Epoch 00021: loss did not improve from 0.00005
282/282 [==============================] - 2s 8ms/step - loss: 4.9654e-05 - mean_squared_error: 4.9654e-05 - val_loss: 1.1659e-05 - val_mean_squared_error: 1.1659e-05
Epoch 22/500
276/282 [============================>.] - ETA: 0s - loss: 4.9521e-05 - mean_squared_error: 4.9521e-05
Epoch 00022: loss did not improve from 0.00005
282/282 [==============================] - 2s 8ms/step - loss: 4.9012e-05 - mean_squared_error: 4.9012e-05 - val_loss: 1.0634e-05 - val_mean_squared_error: 1.0634e-05
Epoch 23/500
282/282 [==============================] - ETA: 0s - loss: 4.8175e-05 - mean_squared_error: 4.8175e-05
Epoch 00023: loss improved from 0.00005 to 0.00005, saving model to ./model_LSTM/21\23-0.0000.hdf5
282/282 [==============================] - 2s 8ms/step - loss: 4.8175e-05 - mean_squared_error: 4.8175e-05 - val_loss: 1.0708e-05 - val_mean_squared_error: 1.0708e-05
Epoch 24/500
281/282 [============================>.] - ETA: 0s - loss: 4.7935e-05 - mean_squared_error: 4.7935e-05
Epoch 00024: loss improved from 0.00005 to 0.00005, saving model to ./model_LSTM/21\24-0.0000.hdf5
282/282 [==============================] - 2s 8ms/step - loss: 4.7812e-05 - mean_squared_error: 4.7812e-05 - val_loss: 1.3194e-05 - val_mean_squared_error: 1.3194e-05
Epoch 25/500
279/282 [============================>.] - ETA: 0s - loss: 4.7552e-05 - mean_squared_error: 4.7552e-05
Epoch 00025: loss improved from 0.00005 to 0.00005, saving model to ./model_LSTM/21\25-0.0000.hdf5
282/282 [==============================] - 2s 8ms/step - loss: 4.7334e-05 - mean_squared_error: 4.7334e-05 - val_loss: 1.0933e-05 - val_mean_squared_error: 1.0933e-05
Epoch 26/500
277/282 [============================>.] - ETA: 0s - loss: 4.6764e-05 - mean_squared_error: 4.6764e-05
Epoch 00026: loss improved from 0.00005 to 0.00005, saving model to ./model_LSTM/21\26-0.0000.hdf5
282/282 [==============================] - 2s 7ms/step - loss: 4.7089e-05 - mean_squared_error: 4.7089e-05 - val_loss: 1.2476e-05 - val_mean_squared_error: 1.2476e-05
Epoch 27/500
275/282 [============================>.] - ETA: 0s - loss: 4.7217e-05 - mean_squared_error: 4.7217e-05
Epoch 00027: loss improved from 0.00005 to 0.00005, saving model to ./model_LSTM/21\27-0.0000.hdf5
282/282 [==============================] - 2s 7ms/step - loss: 4.6624e-05 - mean_squared_error: 4.6624e-05 - val_loss: 1.0355e-05 - val_mean_squared_error: 1.0355e-05
Epoch 28/500
282/282 [==============================] - ETA: 0s - loss: 4.8595e-05 - mean_squared_error: 4.8595e-05
Epoch 00028: loss did not improve from 0.00005
282/282 [==============================] - 2s 6ms/step - loss: 4.8595e-05 - mean_squared_error: 4.8595e-05 - val_loss: 1.2704e-05 - val_mean_squared_error: 1.2704e-05
Epoch 29/500
280/282 [============================>.] - ETA: 0s - loss: 4.6696e-05 - mean_squared_error: 4.6696e-05
Epoch 00029: loss did not improve from 0.00005
282/282 [==============================] - 2s 6ms/step - loss: 4.7316e-05 - mean_squared_error: 4.7316e-05 - val_loss: 4.0448e-05 - val_mean_squared_error: 4.0448e-05
Epoch 30/500
274/282 [============================>.] - ETA: 0s - loss: 4.8100e-05 - mean_squared_error: 4.8100e-05
Epoch 00030: loss did not improve from 0.00005
282/282 [==============================] - 2s 6ms/step - loss: 4.8125e-05 - mean_squared_error: 4.8125e-05 - val_loss: 1.6075e-05 - val_mean_squared_error: 1.6075e-05
Epoch 31/500
274/282 [============================>.] - ETA: 0s - loss: 4.6717e-05 - mean_squared_error: 4.6717e-05
Epoch 00031: loss improved from 0.00005 to 0.00005, saving model to ./model_LSTM/21\31-0.0000.hdf5
282/282 [==============================] - 1s 5ms/step - loss: 4.6407e-05 - mean_squared_error: 4.6407e-05 - val_loss: 9.3980e-06 - val_mean_squared_error: 9.3980e-06
Epoch 32/500
277/282 [============================>.] - ETA: 0s - loss: 4.4458e-05 - mean_squared_error: 4.4458e-05
Epoch 00032: loss improved from 0.00005 to 0.00004, saving model to ./model_LSTM/21\32-0.0000.hdf5
282/282 [==============================] - 2s 6ms/step - loss: 4.4138e-05 - mean_squared_error: 4.4138e-05 - val_loss: 1.1589e-05 - val_mean_squared_error: 1.1589e-05
Epoch 33/500
277/282 [============================>.] - ETA: 0s - loss: 4.6335e-05 - mean_squared_error: 4.6335e-05
Epoch 00033: loss did not improve from 0.00004
282/282 [==============================] - 1s 5ms/step - loss: 4.6082e-05 - mean_squared_error: 4.6082e-05 - val_loss: 1.2722e-05 - val_mean_squared_error: 1.2722e-05
Epoch 34/500
274/282 [============================>.] - ETA: 0s - loss: 4.4055e-05 - mean_squared_error: 4.4055e-05
Epoch 00034: loss did not improve from 0.00004
282/282 [==============================] - 2s 6ms/step - loss: 4.4530e-05 - mean_squared_error: 4.4530e-05 - val_loss: 9.4608e-06 - val_mean_squared_error: 9.4608e-06
Epoch 35/500
281/282 [============================>.] - ETA: 0s - loss: 4.4114e-05 - mean_squared_error: 4.4114e-05
Epoch 00035: loss improved from 0.00004 to 0.00004, saving model to ./model_LSTM/21\35-0.0000.hdf5
282/282 [==============================] - 2s 5ms/step - loss: 4.4027e-05 - mean_squared_error: 4.4027e-05 - val_loss: 1.1811e-05 - val_mean_squared_error: 1.1811e-05
Epoch 36/500
280/282 [============================>.] - ETA: 0s - loss: 4.6007e-05 - mean_squared_error: 4.6007e-05
Epoch 00036: loss did not improve from 0.00004
282/282 [==============================] - 1s 5ms/step - loss: 4.5844e-05 - mean_squared_error: 4.5844e-05 - val_loss: 1.0658e-05 - val_mean_squared_error: 1.0658e-05
Epoch 37/500
280/282 [============================>.] - ETA: 0s - loss: 4.3397e-05 - mean_squared_error: 4.3397e-05
Epoch 00037: loss improved from 0.00004 to 0.00004, saving model to ./model_LSTM/21\37-0.0000.hdf5
282/282 [==============================] - 2s 6ms/step - loss: 4.3470e-05 - mean_squared_error: 4.3470e-05 - val_loss: 9.1417e-06 - val_mean_squared_error: 9.1417e-06
Epoch 38/500
273/282 [============================>.] - ETA: 0s - loss: 4.5520e-05 - mean_squared_error: 4.5520e-05
Epoch 00038: loss did not improve from 0.00004
282/282 [==============================] - 1s 5ms/step - loss: 4.4708e-05 - mean_squared_error: 4.4708e-05 - val_loss: 1.4595e-05 - val_mean_squared_error: 1.4595e-05
Epoch 39/500
274/282 [============================>.] - ETA: 0s - loss: 4.3735e-05 - mean_squared_error: 4.3735e-05
Epoch 00039: loss did not improve from 0.00004
282/282 [==============================] - 2s 5ms/step - loss: 4.3507e-05 - mean_squared_error: 4.3507e-05 - val_loss: 1.1931e-05 - val_mean_squared_error: 1.1931e-05
Epoch 40/500
271/282 [===========================>..] - ETA: 0s - loss: 4.4342e-05 - mean_squared_error: 4.4342e-05
Epoch 00040: loss did not improve from 0.00004
282/282 [==============================] - 1s 5ms/step - loss: 4.3704e-05 - mean_squared_error: 4.3704e-05 - val_loss: 1.0540e-05 - val_mean_squared_error: 1.0540e-05
Epoch 41/500
274/282 [============================>.] - ETA: 0s - loss: 4.3726e-05 - mean_squared_error: 4.3726e-05
Epoch 00041: loss did not improve from 0.00004
282/282 [==============================] - 1s 5ms/step - loss: 4.3762e-05 - mean_squared_error: 4.3762e-05 - val_loss: 9.3932e-06 - val_mean_squared_error: 9.3932e-06
Epoch 42/500
275/282 [============================>.] - ETA: 0s - loss: 4.4006e-05 - mean_squared_error: 4.4006e-05
Epoch 00042: loss improved from 0.00004 to 0.00004, saving model to ./model_LSTM/21\42-0.0000.hdf5
282/282 [==============================] - 2s 5ms/step - loss: 4.3307e-05 - mean_squared_error: 4.3307e-05 - val_loss: 1.3292e-05 - val_mean_squared_error: 1.3292e-05
Epoch 43/500
271/282 [===========================>..] - ETA: 0s - loss: 4.3078e-05 - mean_squared_error: 4.3078e-05
Epoch 00043: loss improved from 0.00004 to 0.00004, saving model to ./model_LSTM/21\43-0.0000.hdf5
282/282 [==============================] - 1s 5ms/step - loss: 4.3248e-05 - mean_squared_error: 4.3248e-05 - val_loss: 1.0746e-05 - val_mean_squared_error: 1.0746e-05
Epoch 44/500
273/282 [============================>.] - ETA: 0s - loss: 4.3952e-05 - mean_squared_error: 4.3952e-05
Epoch 00044: loss did not improve from 0.00004
282/282 [==============================] - 1s 5ms/step - loss: 4.3947e-05 - mean_squared_error: 4.3947e-05 - val_loss: 1.6027e-05 - val_mean_squared_error: 1.6027e-05
Epoch 45/500
270/282 [===========================>..] - ETA: 0s - loss: 4.2941e-05 - mean_squared_error: 4.2941e-05
Epoch 00045: loss improved from 0.00004 to 0.00004, saving model to ./model_LSTM/21\45-0.0000.hdf5
282/282 [==============================] - 1s 5ms/step - loss: 4.2065e-05 - mean_squared_error: 4.2065e-05 - val_loss: 1.0049e-05 - val_mean_squared_error: 1.0049e-05
Epoch 46/500
271/282 [===========================>..] - ETA: 0s - loss: 4.1619e-05 - mean_squared_error: 4.1619e-05
Epoch 00046: loss improved from 0.00004 to 0.00004, saving model to ./model_LSTM/21\46-0.0000.hdf5
282/282 [==============================] - 1s 5ms/step - loss: 4.1371e-05 - mean_squared_error: 4.1371e-05 - val_loss: 1.5518e-05 - val_mean_squared_error: 1.5518e-05
Epoch 47/500
278/282 [============================>.] - ETA: 0s - loss: 4.2101e-05 - mean_squared_error: 4.2101e-05
Epoch 00047: loss did not improve from 0.00004
282/282 [==============================] - 2s 6ms/step - loss: 4.1908e-05 - mean_squared_error: 4.1908e-05 - val_loss: 1.0284e-05 - val_mean_squared_error: 1.0284e-05
Epoch 48/500
276/282 [============================>.] - ETA: 0s - loss: 4.2613e-05 - mean_squared_error: 4.2613e-05
Epoch 00048: loss did not improve from 0.00004
282/282 [==============================] - 1s 5ms/step - loss: 4.2680e-05 - mean_squared_error: 4.2680e-05 - val_loss: 1.4078e-05 - val_mean_squared_error: 1.4078e-05
Epoch 49/500
273/282 [============================>.] - ETA: 0s - loss: 4.1974e-05 - mean_squared_error: 4.1974e-05
Epoch 00049: loss improved from 0.00004 to 0.00004, saving model to ./model_LSTM/21\49-0.0000.hdf5
282/282 [==============================] - 1s 5ms/step - loss: 4.1276e-05 - mean_squared_error: 4.1276e-05 - val_loss: 1.0893e-05 - val_mean_squared_error: 1.0893e-05
Epoch 50/500
276/282 [============================>.] - ETA: 0s - loss: 3.7645e-05 - mean_squared_error: 3.7645e-05
Epoch 00050: loss improved from 0.00004 to 0.00004, saving model to ./model_LSTM/21\50-0.0000.hdf5
282/282 [==============================] - 1s 5ms/step - loss: 3.9831e-05 - mean_squared_error: 3.9831e-05 - val_loss: 1.9246e-05 - val_mean_squared_error: 1.9246e-05
Epoch 51/500
276/282 [============================>.] - ETA: 0s - loss: 4.1279e-05 - mean_squared_error: 4.1279e-05
Epoch 00051: loss did not improve from 0.00004
282/282 [==============================] - 1s 5ms/step - loss: 4.1113e-05 - mean_squared_error: 4.1113e-05 - val_loss: 1.2881e-05 - val_mean_squared_error: 1.2881e-05
Epoch 52/500
272/282 [===========================>..] - ETA: 0s - loss: 4.0041e-05 - mean_squared_error: 4.0041e-05
Epoch 00052: loss did not improve from 0.00004
282/282 [==============================] - 1s 4ms/step - loss: 4.0072e-05 - mean_squared_error: 4.0072e-05 - val_loss: 9.7659e-06 - val_mean_squared_error: 9.7659e-06
Epoch 53/500
272/282 [===========================>..] - ETA: 0s - loss: 3.9971e-05 - mean_squared_error: 3.9971e-05
Epoch 00053: loss did not improve from 0.00004
282/282 [==============================] - 1s 5ms/step - loss: 4.0298e-05 - mean_squared_error: 4.0298e-05 - val_loss: 9.9274e-06 - val_mean_squared_error: 9.9274e-06
Epoch 54/500
282/282 [==============================] - ETA: 0s - loss: 3.9186e-05 - mean_squared_error: 3.9186e-05
Epoch 00054: loss improved from 0.00004 to 0.00004, saving model to ./model_LSTM/21\54-0.0000.hdf5
282/282 [==============================] - 1s 4ms/step - loss: 3.9186e-05 - mean_squared_error: 3.9186e-05 - val_loss: 9.8215e-06 - val_mean_squared_error: 9.8215e-06
Epoch 55/500
280/282 [============================>.] - ETA: 0s - loss: 3.9346e-05 - mean_squared_error: 3.9346e-05
Epoch 00055: loss improved from 0.00004 to 0.00004, saving model to ./model_LSTM/21\55-0.0000.hdf5
282/282 [==============================] - 1s 5ms/step - loss: 3.9163e-05 - mean_squared_error: 3.9163e-05 - val_loss: 1.2284e-05 - val_mean_squared_error: 1.2284e-05
Epoch 56/500
275/282 [============================>.] - ETA: 0s - loss: 3.8410e-05 - mean_squared_error: 3.8410e-05
Epoch 00056: loss improved from 0.00004 to 0.00004, saving model to ./model_LSTM/21\56-0.0000.hdf5
282/282 [==============================] - 1s 5ms/step - loss: 3.8511e-05 - mean_squared_error: 3.8511e-05 - val_loss: 1.0514e-05 - val_mean_squared_error: 1.0514e-05
Epoch 57/500
282/282 [==============================] - ETA: 0s - loss: 3.9206e-05 - mean_squared_error: 3.9206e-05
Epoch 00057: loss did not improve from 0.00004
282/282 [==============================] - 1s 5ms/step - loss: 3.9206e-05 - mean_squared_error: 3.9206e-05 - val_loss: 1.1638e-05 - val_mean_squared_error: 1.1638e-05
Epoch 58/500
272/282 [===========================>..] - ETA: 0s - loss: 3.7990e-05 - mean_squared_error: 3.7990e-05
Epoch 00058: loss did not improve from 0.00004
282/282 [==============================] - 1s 5ms/step - loss: 3.8923e-05 - mean_squared_error: 3.8923e-05 - val_loss: 1.0280e-05 - val_mean_squared_error: 1.0280e-05
Epoch 59/500
280/282 [============================>.] - ETA: 0s - loss: 3.8117e-05 - mean_squared_error: 3.8117e-05
Epoch 00059: loss improved from 0.00004 to 0.00004, saving model to ./model_LSTM/21\59-0.0000.hdf5
282/282 [==============================] - 1s 5ms/step - loss: 3.7951e-05 - mean_squared_error: 3.7951e-05 - val_loss: 1.1231e-05 - val_mean_squared_error: 1.1231e-05
Epoch 60/500
272/282 [===========================>..] - ETA: 0s - loss: 3.6319e-05 - mean_squared_error: 3.6319e-05
Epoch 00060: loss improved from 0.00004 to 0.00004, saving model to ./model_LSTM/21\60-0.0000.hdf5
282/282 [==============================] - 1s 5ms/step - loss: 3.7257e-05 - mean_squared_error: 3.7257e-05 - val_loss: 1.2099e-05 - val_mean_squared_error: 1.2099e-05
Epoch 61/500
276/282 [============================>.] - ETA: 0s - loss: 3.9236e-05 - mean_squared_error: 3.9236e-05
Epoch 00061: loss did not improve from 0.00004
282/282 [==============================] - 2s 6ms/step - loss: 3.9313e-05 - mean_squared_error: 3.9313e-05 - val_loss: 9.2780e-06 - val_mean_squared_error: 9.2780e-06
Epoch 62/500
277/282 [============================>.] - ETA: 0s - loss: 3.8666e-05 - mean_squared_error: 3.8666e-05
Epoch 00062: loss did not improve from 0.00004
282/282 [==============================] - 1s 5ms/step - loss: 3.9083e-05 - mean_squared_error: 3.9083e-05 - val_loss: 1.2893e-05 - val_mean_squared_error: 1.2893e-05
Epoch 63/500
279/282 [============================>.] - ETA: 0s - loss: 3.8093e-05 - mean_squared_error: 3.8093e-05
Epoch 00063: loss did not improve from 0.00004
282/282 [==============================] - 1s 5ms/step - loss: 3.8094e-05 - mean_squared_error: 3.8094e-05 - val_loss: 1.2647e-05 - val_mean_squared_error: 1.2647e-05
Epoch 64/500
278/282 [============================>.] - ETA: 0s - loss: 3.8991e-05 - mean_squared_error: 3.8991e-05
Epoch 00064: loss did not improve from 0.00004
282/282 [==============================] - 1s 5ms/step - loss: 3.8984e-05 - mean_squared_error: 3.8984e-05 - val_loss: 1.1661e-05 - val_mean_squared_error: 1.1661e-05
Epoch 65/500
273/282 [============================>.] - ETA: 0s - loss: 3.7369e-05 - mean_squared_error: 3.7369e-05
Epoch 00065: loss improved from 0.00004 to 0.00004, saving model to ./model_LSTM/21\65-0.0000.hdf5
282/282 [==============================] - 1s 5ms/step - loss: 3.7196e-05 - mean_squared_error: 3.7196e-05 - val_loss: 1.5662e-05 - val_mean_squared_error: 1.5662e-05
Epoch 66/500
279/282 [============================>.] - ETA: 0s - loss: 3.8227e-05 - mean_squared_error: 3.8227e-05
Epoch 00066: loss did not improve from 0.00004
282/282 [==============================] - 1s 5ms/step - loss: 3.8017e-05 - mean_squared_error: 3.8017e-05 - val_loss: 1.1690e-05 - val_mean_squared_error: 1.1690e-05
Epoch 67/500
282/282 [==============================] - ETA: 0s - loss: 3.6858e-05 - mean_squared_error: 3.6858e-05
Epoch 00067: loss improved from 0.00004 to 0.00004, saving model to ./model_LSTM/21\67-0.0000.hdf5
282/282 [==============================] - 1s 5ms/step - loss: 3.6858e-05 - mean_squared_error: 3.6858e-05 - val_loss: 1.2803e-05 - val_mean_squared_error: 1.2803e-05
Epoch 68/500
272/282 [===========================>..] - ETA: 0s - loss: 3.7530e-05 - mean_squared_error: 3.7530e-05
Epoch 00068: loss did not improve from 0.00004
282/282 [==============================] - 1s 5ms/step - loss: 3.7147e-05 - mean_squared_error: 3.7147e-05 - val_loss: 1.3605e-05 - val_mean_squared_error: 1.3605e-05
Epoch 69/500
281/282 [============================>.] - ETA: 0s - loss: 3.7620e-05 - mean_squared_error: 3.7620e-05
Epoch 00069: loss did not improve from 0.00004
282/282 [==============================] - 1s 5ms/step - loss: 3.7582e-05 - mean_squared_error: 3.7582e-05 - val_loss: 1.7293e-05 - val_mean_squared_error: 1.7293e-05
Epoch 70/500
275/282 [============================>.] - ETA: 0s - loss: 3.6049e-05 - mean_squared_error: 3.6049e-05
Epoch 00070: loss improved from 0.00004 to 0.00004, saving model to ./model_LSTM/21\70-0.0000.hdf5
282/282 [==============================] - 1s 5ms/step - loss: 3.5818e-05 - mean_squared_error: 3.5818e-05 - val_loss: 1.5179e-05 - val_mean_squared_error: 1.5179e-05
Epoch 71/500
273/282 [============================>.] - ETA: 0s - loss: 3.7030e-05 - mean_squared_error: 3.7030e-05
Epoch 00071: loss did not improve from 0.00004
282/282 [==============================] - 1s 5ms/step - loss: 3.6595e-05 - mean_squared_error: 3.6595e-05 - val_loss: 1.2145e-05 - val_mean_squared_error: 1.2145e-05
Epoch 72/500
280/282 [============================>.] - ETA: 0s - loss: 3.7046e-05 - mean_squared_error: 3.7046e-05
Epoch 00072: loss did not improve from 0.00004
282/282 [==============================] - 1s 5ms/step - loss: 3.7092e-05 - mean_squared_error: 3.7092e-05 - val_loss: 1.5801e-05 - val_mean_squared_error: 1.5801e-05
Epoch 73/500
274/282 [============================>.] - ETA: 0s - loss: 3.6647e-05 - mean_squared_error: 3.6647e-05
Epoch 00073: loss did not improve from 0.00004
282/282 [==============================] - 1s 5ms/step - loss: 3.6924e-05 - mean_squared_error: 3.6924e-05 - val_loss: 1.1180e-05 - val_mean_squared_error: 1.1180e-05
Epoch 74/500
280/282 [============================>.] - ETA: 0s - loss: 3.5484e-05 - mean_squared_error: 3.5484e-05
Epoch 00074: loss did not improve from 0.00004
282/282 [==============================] - 1s 5ms/step - loss: 3.6600e-05 - mean_squared_error: 3.6600e-05 - val_loss: 1.1204e-05 - val_mean_squared_error: 1.1204e-05
Epoch 75/500
275/282 [============================>.] - ETA: 0s - loss: 3.5312e-05 - mean_squared_error: 3.5312e-05
Epoch 00075: loss improved from 0.00004 to 0.00003, saving model to ./model_LSTM/21\75-0.0000.hdf5
282/282 [==============================] - 1s 5ms/step - loss: 3.4981e-05 - mean_squared_error: 3.4981e-05 - val_loss: 1.0249e-05 - val_mean_squared_error: 1.0249e-05
Epoch 76/500
274/282 [============================>.] - ETA: 0s - loss: 3.6670e-05 - mean_squared_error: 3.6670e-05
Epoch 00076: loss did not improve from 0.00003
282/282 [==============================] - 1s 5ms/step - loss: 3.6173e-05 - mean_squared_error: 3.6173e-05 - val_loss: 1.0880e-05 - val_mean_squared_error: 1.0880e-05
Epoch 77/500
272/282 [===========================>..] - ETA: 0s - loss: 3.5516e-05 - mean_squared_error: 3.5516e-05
Epoch 00077: loss did not improve from 0.00003
282/282 [==============================] - 1s 5ms/step - loss: 3.5676e-05 - mean_squared_error: 3.5676e-05 - val_loss: 1.2698e-05 - val_mean_squared_error: 1.2698e-05
Epoch 78/500
278/282 [============================>.] - ETA: 0s - loss: 3.5659e-05 - mean_squared_error: 3.5659e-05
Epoch 00078: loss did not improve from 0.00003
282/282 [==============================] - 1s 5ms/step - loss: 3.5717e-05 - mean_squared_error: 3.5717e-05 - val_loss: 1.2057e-05 - val_mean_squared_error: 1.2057e-05
Epoch 79/500
274/282 [============================>.] - ETA: 0s - loss: 3.4988e-05 - mean_squared_error: 3.4988e-05
Epoch 00079: loss did not improve from 0.00003
282/282 [==============================] - 1s 5ms/step - loss: 3.5143e-05 - mean_squared_error: 3.5143e-05 - val_loss: 1.5558e-05 - val_mean_squared_error: 1.5558e-05
Epoch 80/500
276/282 [============================>.] - ETA: 0s - loss: 3.4920e-05 - mean_squared_error: 3.4920e-05
Epoch 00080: loss did not improve from 0.00003
282/282 [==============================] - 1s 5ms/step - loss: 3.5024e-05 - mean_squared_error: 3.5024e-05 - val_loss: 1.4434e-05 - val_mean_squared_error: 1.4434e-05
Epoch 00080: early stopping
Epoch 1/500
2023/2028 [============================>.] - ETA: 0s - loss: 3.7821e-05 - mean_squared_error: 3.7821e-05
Epoch 00001: loss improved from inf to 0.00004, saving model to ./model_LSTM/22\01-0.0000.hdf5
2028/2028 [==============================] - 10s 5ms/step - loss: 3.7761e-05 - mean_squared_error: 3.7761e-05 - val_loss: 2.1442e-05 - val_mean_squared_error: 2.1442e-05
Epoch 2/500
2020/2028 [============================>.] - ETA: 0s - loss: 3.2893e-05 - mean_squared_error: 3.2893e-05
Epoch 00002: loss improved from 0.00004 to 0.00003, saving model to ./model_LSTM/22\02-0.0000.hdf5
2028/2028 [==============================] - 10s 5ms/step - loss: 3.2872e-05 - mean_squared_error: 3.2872e-05 - val_loss: 3.0511e-05 - val_mean_squared_error: 3.0511e-05
Epoch 3/500
2024/2028 [============================>.] - ETA: 0s - loss: 3.0799e-05 - mean_squared_error: 3.0799e-05
Epoch 00003: loss improved from 0.00003 to 0.00003, saving model to ./model_LSTM/22\03-0.0000.hdf5
2028/2028 [==============================] - 11s 5ms/step - loss: 3.0764e-05 - mean_squared_error: 3.0764e-05 - val_loss: 2.8205e-05 - val_mean_squared_error: 2.8205e-05
Epoch 4/500
2021/2028 [============================>.] - ETA: 0s - loss: 2.8226e-05 - mean_squared_error: 2.8226e-05
Epoch 00004: loss improved from 0.00003 to 0.00003, saving model to ./model_LSTM/22\04-0.0000.hdf5
2028/2028 [==============================] - 11s 6ms/step - loss: 2.9937e-05 - mean_squared_error: 2.9937e-05 - val_loss: 4.5724e-05 - val_mean_squared_error: 4.5724e-05
Epoch 5/500
2024/2028 [============================>.] - ETA: 0s - loss: 2.9719e-05 - mean_squared_error: 2.9719e-05
Epoch 00005: loss improved from 0.00003 to 0.00003, saving model to ./model_LSTM/22\05-0.0000.hdf5
2028/2028 [==============================] - 12s 6ms/step - loss: 2.9728e-05 - mean_squared_error: 2.9728e-05 - val_loss: 1.9798e-05 - val_mean_squared_error: 1.9798e-05
Epoch 6/500
2021/2028 [============================>.] - ETA: 0s - loss: 2.9212e-05 - mean_squared_error: 2.9212e-05
Epoch 00006: loss improved from 0.00003 to 0.00003, saving model to ./model_LSTM/22\06-0.0000.hdf5
2028/2028 [==============================] - 13s 6ms/step - loss: 2.9186e-05 - mean_squared_error: 2.9186e-05 - val_loss: 1.9612e-05 - val_mean_squared_error: 1.9612e-05
Epoch 7/500
2020/2028 [============================>.] - ETA: 0s - loss: 2.8324e-05 - mean_squared_error: 2.8324e-05
Epoch 00007: loss improved from 0.00003 to 0.00003, saving model to ./model_LSTM/22\07-0.0000.hdf5
2028/2028 [==============================] - 13s 6ms/step - loss: 2.8313e-05 - mean_squared_error: 2.8313e-05 - val_loss: 2.6560e-05 - val_mean_squared_error: 2.6560e-05
Epoch 8/500
2019/2028 [============================>.] - ETA: 0s - loss: 2.7917e-05 - mean_squared_error: 2.7917e-05
Epoch 00008: loss improved from 0.00003 to 0.00003, saving model to ./model_LSTM/22\08-0.0000.hdf5
2028/2028 [==============================] - 11s 5ms/step - loss: 2.7859e-05 - mean_squared_error: 2.7859e-05 - val_loss: 1.9826e-05 - val_mean_squared_error: 1.9826e-05
Epoch 9/500
2017/2028 [============================>.] - ETA: 0s - loss: 2.7120e-05 - mean_squared_error: 2.7120e-05
Epoch 00009: loss improved from 0.00003 to 0.00003, saving model to ./model_LSTM/22\09-0.0000.hdf5
2028/2028 [==============================] - 10s 5ms/step - loss: 2.7008e-05 - mean_squared_error: 2.7008e-05 - val_loss: 1.9370e-05 - val_mean_squared_error: 1.9370e-05
Epoch 10/500
2027/2028 [============================>.] - ETA: 0s - loss: 2.7931e-05 - mean_squared_error: 2.7931e-05
Epoch 00010: loss did not improve from 0.00003
2028/2028 [==============================] - 10s 5ms/step - loss: 2.7929e-05 - mean_squared_error: 2.7929e-05 - val_loss: 1.9075e-05 - val_mean_squared_error: 1.9075e-05
Epoch 11/500
2019/2028 [============================>.] - ETA: 0s - loss: 2.6968e-05 - mean_squared_error: 2.6968e-05
Epoch 00011: loss improved from 0.00003 to 0.00003, saving model to ./model_LSTM/22\11-0.0000.hdf5
2028/2028 [==============================] - 9s 5ms/step - loss: 2.6912e-05 - mean_squared_error: 2.6912e-05 - val_loss: 1.9302e-05 - val_mean_squared_error: 1.9302e-05
Epoch 12/500
2027/2028 [============================>.] - ETA: 0s - loss: 2.6527e-05 - mean_squared_error: 2.6527e-05
Epoch 00012: loss improved from 0.00003 to 0.00003, saving model to ./model_LSTM/22\12-0.0000.hdf5
2028/2028 [==============================] - 10s 5ms/step - loss: 2.6528e-05 - mean_squared_error: 2.6528e-05 - val_loss: 1.6371e-05 - val_mean_squared_error: 1.6371e-05
Epoch 13/500
2021/2028 [============================>.] - ETA: 0s - loss: 2.6107e-05 - mean_squared_error: 2.6107e-05
Epoch 00013: loss improved from 0.00003 to 0.00003, saving model to ./model_LSTM/22\13-0.0000.hdf5
2028/2028 [==============================] - 10s 5ms/step - loss: 2.6353e-05 - mean_squared_error: 2.6353e-05 - val_loss: 1.8191e-05 - val_mean_squared_error: 1.8191e-05
Epoch 14/500
2028/2028 [==============================] - ETA: 0s - loss: 2.6244e-05 - mean_squared_error: 2.6244e-05
Epoch 00014: loss improved from 0.00003 to 0.00003, saving model to ./model_LSTM/22\14-0.0000.hdf5
2028/2028 [==============================] - 10s 5ms/step - loss: 2.6244e-05 - mean_squared_error: 2.6244e-05 - val_loss: 1.6239e-05 - val_mean_squared_error: 1.6239e-05
Epoch 15/500
2017/2028 [============================>.] - ETA: 0s - loss: 2.6269e-05 - mean_squared_error: 2.6269e-05
Epoch 00015: loss did not improve from 0.00003
2028/2028 [==============================] - 10s 5ms/step - loss: 2.6311e-05 - mean_squared_error: 2.6311e-05 - val_loss: 1.9860e-05 - val_mean_squared_error: 1.9860e-05
Epoch 16/500
2026/2028 [============================>.] - ETA: 0s - loss: 2.6496e-05 - mean_squared_error: 2.6496e-05
Epoch 00016: loss did not improve from 0.00003
2028/2028 [==============================] - 11s 6ms/step - loss: 2.6483e-05 - mean_squared_error: 2.6483e-05 - val_loss: 1.6086e-05 - val_mean_squared_error: 1.6086e-05
Epoch 17/500
2023/2028 [============================>.] - ETA: 0s - loss: 2.5948e-05 - mean_squared_error: 2.5948e-05
Epoch 00017: loss improved from 0.00003 to 0.00003, saving model to ./model_LSTM/22\17-0.0000.hdf5
2028/2028 [==============================] - 11s 5ms/step - loss: 2.5919e-05 - mean_squared_error: 2.5919e-05 - val_loss: 2.0470e-05 - val_mean_squared_error: 2.0470e-05
Epoch 18/500
2028/2028 [==============================] - ETA: 0s - loss: 2.5589e-05 - mean_squared_error: 2.5589e-05
Epoch 00018: loss improved from 0.00003 to 0.00003, saving model to ./model_LSTM/22\18-0.0000.hdf5
2028/2028 [==============================] - 12s 6ms/step - loss: 2.5589e-05 - mean_squared_error: 2.5589e-05 - val_loss: 2.8060e-05 - val_mean_squared_error: 2.8060e-05
Epoch 19/500
2027/2028 [============================>.] - ETA: 0s - loss: 2.6047e-05 - mean_squared_error: 2.6047e-05
Epoch 00019: loss did not improve from 0.00003
2028/2028 [==============================] - 13s 6ms/step - loss: 2.6044e-05 - mean_squared_error: 2.6044e-05 - val_loss: 1.4931e-05 - val_mean_squared_error: 1.4931e-05
Epoch 20/500
2020/2028 [============================>.] - ETA: 0s - loss: 2.5688e-05 - mean_squared_error: 2.5688e-05
Epoch 00020: loss did not improve from 0.00003
2028/2028 [==============================] - 13s 6ms/step - loss: 2.5611e-05 - mean_squared_error: 2.5611e-05 - val_loss: 1.4098e-05 - val_mean_squared_error: 1.4098e-05
Epoch 21/500
2025/2028 [============================>.] - ETA: 0s - loss: 2.5044e-05 - mean_squared_error: 2.5044e-05
Epoch 00021: loss improved from 0.00003 to 0.00003, saving model to ./model_LSTM/22\21-0.0000.hdf5
2028/2028 [==============================] - 13s 7ms/step - loss: 2.5019e-05 - mean_squared_error: 2.5019e-05 - val_loss: 1.4585e-05 - val_mean_squared_error: 1.4585e-05
Epoch 22/500
2024/2028 [============================>.] - ETA: 0s - loss: 2.5494e-05 - mean_squared_error: 2.5494e-05
Epoch 00022: loss did not improve from 0.00003
2028/2028 [==============================] - 11s 5ms/step - loss: 2.5478e-05 - mean_squared_error: 2.5478e-05 - val_loss: 1.5886e-05 - val_mean_squared_error: 1.5886e-05
Epoch 23/500
2027/2028 [============================>.] - ETA: 0s - loss: 2.5465e-05 - mean_squared_error: 2.5465e-05
Epoch 00023: loss did not improve from 0.00003
2028/2028 [==============================] - 10s 5ms/step - loss: 2.5464e-05 - mean_squared_error: 2.5464e-05 - val_loss: 1.4928e-05 - val_mean_squared_error: 1.4928e-05
Epoch 24/500
2018/2028 [============================>.] - ETA: 0s - loss: 2.5531e-05 - mean_squared_error: 2.5531e-05
Epoch 00024: loss did not improve from 0.00003
2028/2028 [==============================] - 10s 5ms/step - loss: 2.5471e-05 - mean_squared_error: 2.5471e-05 - val_loss: 1.4563e-05 - val_mean_squared_error: 1.4563e-05
Epoch 25/500
2020/2028 [============================>.] - ETA: 0s - loss: 2.5249e-05 - mean_squared_error: 2.5249e-05
Epoch 00025: loss did not improve from 0.00003
2028/2028 [==============================] - 10s 5ms/step - loss: 2.5197e-05 - mean_squared_error: 2.5197e-05 - val_loss: 1.4491e-05 - val_mean_squared_error: 1.4491e-05
Epoch 26/500
2019/2028 [============================>.] - ETA: 0s - loss: 2.4007e-05 - mean_squared_error: 2.4007e-05
Epoch 00026: loss improved from 0.00003 to 0.00002, saving model to ./model_LSTM/22\26-0.0000.hdf5
2028/2028 [==============================] - 10s 5ms/step - loss: 2.4741e-05 - mean_squared_error: 2.4741e-05 - val_loss: 1.8243e-05 - val_mean_squared_error: 1.8243e-05
Epoch 27/500
2019/2028 [============================>.] - ETA: 0s - loss: 2.6299e-05 - mean_squared_error: 2.6299e-05
Epoch 00027: loss did not improve from 0.00002
2028/2028 [==============================] - 10s 5ms/step - loss: 2.6212e-05 - mean_squared_error: 2.6212e-05 - val_loss: 1.6649e-05 - val_mean_squared_error: 1.6649e-05
Epoch 28/500
2026/2028 [============================>.] - ETA: 0s - loss: 2.4861e-05 - mean_squared_error: 2.4861e-05
Epoch 00028: loss did not improve from 0.00002
2028/2028 [==============================] - 10s 5ms/step - loss: 2.4848e-05 - mean_squared_error: 2.4848e-05 - val_loss: 1.3836e-05 - val_mean_squared_error: 1.3836e-05
Epoch 29/500
2017/2028 [============================>.] - ETA: 0s - loss: 2.4928e-05 - mean_squared_error: 2.4928e-05
Epoch 00029: loss did not improve from 0.00002
2028/2028 [==============================] - 10s 5ms/step - loss: 2.4845e-05 - mean_squared_error: 2.4845e-05 - val_loss: 1.4543e-05 - val_mean_squared_error: 1.4543e-05
Epoch 30/500
2021/2028 [============================>.] - ETA: 0s - loss: 2.5251e-05 - mean_squared_error: 2.5251e-05
Epoch 00030: loss did not improve from 0.00002
2028/2028 [==============================] - 10s 5ms/step - loss: 2.5227e-05 - mean_squared_error: 2.5227e-05 - val_loss: 2.4337e-05 - val_mean_squared_error: 2.4337e-05
Epoch 31/500
2021/2028 [============================>.] - ETA: 0s - loss: 2.4648e-05 - mean_squared_error: 2.4648e-05
Epoch 00031: loss improved from 0.00002 to 0.00002, saving model to ./model_LSTM/22\31-0.0000.hdf5
2028/2028 [==============================] - 11s 5ms/step - loss: 2.4594e-05 - mean_squared_error: 2.4594e-05 - val_loss: 1.6976e-05 - val_mean_squared_error: 1.6976e-05
Epoch 32/500
2025/2028 [============================>.] - ETA: 0s - loss: 2.4666e-05 - mean_squared_error: 2.4666e-05
Epoch 00032: loss did not improve from 0.00002
2028/2028 [==============================] - 11s 6ms/step - loss: 2.4668e-05 - mean_squared_error: 2.4668e-05 - val_loss: 1.4749e-05 - val_mean_squared_error: 1.4749e-05
Epoch 33/500
2019/2028 [============================>.] - ETA: 0s - loss: 2.4890e-05 - mean_squared_error: 2.4890e-05
Epoch 00033: loss did not improve from 0.00002
2028/2028 [==============================] - 12s 6ms/step - loss: 2.4799e-05 - mean_squared_error: 2.4799e-05 - val_loss: 1.4190e-05 - val_mean_squared_error: 1.4190e-05
Epoch 34/500
2025/2028 [============================>.] - ETA: 0s - loss: 2.4769e-05 - mean_squared_error: 2.4769e-05
Epoch 00034: loss did not improve from 0.00002
2028/2028 [==============================] - 12s 6ms/step - loss: 2.4746e-05 - mean_squared_error: 2.4746e-05 - val_loss: 1.4643e-05 - val_mean_squared_error: 1.4643e-05
Epoch 35/500
2023/2028 [============================>.] - ETA: 0s - loss: 2.4439e-05 - mean_squared_error: 2.4439e-05
Epoch 00035: loss improved from 0.00002 to 0.00002, saving model to ./model_LSTM/22\35-0.0000.hdf5
2028/2028 [==============================] - 13s 7ms/step - loss: 2.4439e-05 - mean_squared_error: 2.4439e-05 - val_loss: 1.7472e-05 - val_mean_squared_error: 1.7472e-05
Epoch 36/500
2023/2028 [============================>.] - ETA: 0s - loss: 2.4864e-05 - mean_squared_error: 2.4864e-05
Epoch 00036: loss did not improve from 0.00002
2028/2028 [==============================] - 12s 6ms/step - loss: 2.4819e-05 - mean_squared_error: 2.4819e-05 - val_loss: 1.4770e-05 - val_mean_squared_error: 1.4770e-05
Epoch 37/500
2025/2028 [============================>.] - ETA: 0s - loss: 2.3894e-05 - mean_squared_error: 2.3894e-05
Epoch 00037: loss improved from 0.00002 to 0.00002, saving model to ./model_LSTM/22\37-0.0000.hdf5
2028/2028 [==============================] - 11s 6ms/step - loss: 2.3873e-05 - mean_squared_error: 2.3873e-05 - val_loss: 1.5228e-05 - val_mean_squared_error: 1.5228e-05
Epoch 38/500
2026/2028 [============================>.] - ETA: 0s - loss: 2.4639e-05 - mean_squared_error: 2.4639e-05
Epoch 00038: loss did not improve from 0.00002
2028/2028 [==============================] - 10s 5ms/step - loss: 2.4626e-05 - mean_squared_error: 2.4626e-05 - val_loss: 1.5565e-05 - val_mean_squared_error: 1.5565e-05
Epoch 39/500
2025/2028 [============================>.] - ETA: 0s - loss: 2.4085e-05 - mean_squared_error: 2.4085e-05
Epoch 00039: loss did not improve from 0.00002
2028/2028 [==============================] - 10s 5ms/step - loss: 2.4063e-05 - mean_squared_error: 2.4063e-05 - val_loss: 2.9889e-05 - val_mean_squared_error: 2.9889e-05
Epoch 40/500
2023/2028 [============================>.] - ETA: 0s - loss: 2.3690e-05 - mean_squared_error: 2.3690e-05
Epoch 00040: loss improved from 0.00002 to 0.00002, saving model to ./model_LSTM/22\40-0.0000.hdf5
2028/2028 [==============================] - 10s 5ms/step - loss: 2.3681e-05 - mean_squared_error: 2.3681e-05 - val_loss: 1.4169e-05 - val_mean_squared_error: 1.4169e-05
Epoch 41/500
2016/2028 [============================>.] - ETA: 0s - loss: 2.4221e-05 - mean_squared_error: 2.4221e-05
Epoch 00041: loss did not improve from 0.00002
2028/2028 [==============================] - 10s 5ms/step - loss: 2.4131e-05 - mean_squared_error: 2.4131e-05 - val_loss: 1.5496e-05 - val_mean_squared_error: 1.5496e-05
Epoch 42/500
2016/2028 [============================>.] - ETA: 0s - loss: 2.4020e-05 - mean_squared_error: 2.4020e-05
Epoch 00042: loss did not improve from 0.00002
2028/2028 [==============================] - 10s 5ms/step - loss: 2.3927e-05 - mean_squared_error: 2.3927e-05 - val_loss: 1.3063e-05 - val_mean_squared_error: 1.3063e-05
Epoch 43/500
2025/2028 [============================>.] - ETA: 0s - loss: 2.4052e-05 - mean_squared_error: 2.4052e-05
Epoch 00043: loss did not improve from 0.00002
2028/2028 [==============================] - 11s 5ms/step - loss: 2.4042e-05 - mean_squared_error: 2.4042e-05 - val_loss: 1.8760e-05 - val_mean_squared_error: 1.8760e-05
Epoch 44/500
2020/2028 [============================>.] - ETA: 0s - loss: 2.4456e-05 - mean_squared_error: 2.4456e-05
Epoch 00044: loss did not improve from 0.00002
2028/2028 [==============================] - 10s 5ms/step - loss: 2.4381e-05 - mean_squared_error: 2.4381e-05 - val_loss: 1.4260e-05 - val_mean_squared_error: 1.4260e-05
Epoch 45/500
2019/2028 [============================>.] - ETA: 0s - loss: 2.3619e-05 - mean_squared_error: 2.3619e-05
Epoch 00045: loss improved from 0.00002 to 0.00002, saving model to ./model_LSTM/22\45-0.0000.hdf5
2028/2028 [==============================] - 11s 5ms/step - loss: 2.3545e-05 - mean_squared_error: 2.3545e-05 - val_loss: 1.4141e-05 - val_mean_squared_error: 1.4141e-05
Epoch 46/500
2023/2028 [============================>.] - ETA: 0s - loss: 2.4260e-05 - mean_squared_error: 2.4260e-05
Epoch 00046: loss did not improve from 0.00002
2028/2028 [==============================] - 11s 6ms/step - loss: 2.4229e-05 - mean_squared_error: 2.4229e-05 - val_loss: 1.3269e-05 - val_mean_squared_error: 1.3269e-05
Epoch 47/500
2024/2028 [============================>.] - ETA: 0s - loss: 2.4002e-05 - mean_squared_error: 2.4002e-05
Epoch 00047: loss did not improve from 0.00002
2028/2028 [==============================] - 12s 6ms/step - loss: 2.3975e-05 - mean_squared_error: 2.3975e-05 - val_loss: 1.5524e-05 - val_mean_squared_error: 1.5524e-05
Epoch 48/500
2025/2028 [============================>.] - ETA: 0s - loss: 2.3825e-05 - mean_squared_error: 2.3825e-05
Epoch 00048: loss did not improve from 0.00002
2028/2028 [==============================] - 13s 6ms/step - loss: 2.3802e-05 - mean_squared_error: 2.3802e-05 - val_loss: 1.3804e-05 - val_mean_squared_error: 1.3804e-05
Epoch 49/500
2024/2028 [============================>.] - ETA: 0s - loss: 2.3041e-05 - mean_squared_error: 2.3041e-05
Epoch 00049: loss improved from 0.00002 to 0.00002, saving model to ./model_LSTM/22\49-0.0000.hdf5
2028/2028 [==============================] - 13s 6ms/step - loss: 2.3008e-05 - mean_squared_error: 2.3008e-05 - val_loss: 1.5659e-05 - val_mean_squared_error: 1.5659e-05
Epoch 50/500
2021/2028 [============================>.] - ETA: 0s - loss: 2.3310e-05 - mean_squared_error: 2.3310e-05
Epoch 00050: loss did not improve from 0.00002
2028/2028 [==============================] - 11s 6ms/step - loss: 2.3254e-05 - mean_squared_error: 2.3254e-05 - val_loss: 1.4757e-05 - val_mean_squared_error: 1.4757e-05
Epoch 51/500
2022/2028 [============================>.] - ETA: 0s - loss: 2.3504e-05 - mean_squared_error: 2.3504e-05
Epoch 00051: loss did not improve from 0.00002
2028/2028 [==============================] - 10s 5ms/step - loss: 2.3454e-05 - mean_squared_error: 2.3454e-05 - val_loss: 1.3945e-05 - val_mean_squared_error: 1.3945e-05
Epoch 52/500
2023/2028 [============================>.] - ETA: 0s - loss: 2.3170e-05 - mean_squared_error: 2.3170e-05
Epoch 00052: loss did not improve from 0.00002
2028/2028 [==============================] - 10s 5ms/step - loss: 2.3155e-05 - mean_squared_error: 2.3155e-05 - val_loss: 1.3522e-05 - val_mean_squared_error: 1.3522e-05
Epoch 53/500
2021/2028 [============================>.] - ETA: 0s - loss: 2.3514e-05 - mean_squared_error: 2.3514e-05
Epoch 00053: loss did not improve from 0.00002
2028/2028 [==============================] - 11s 5ms/step - loss: 2.3520e-05 - mean_squared_error: 2.3520e-05 - val_loss: 1.4663e-05 - val_mean_squared_error: 1.4663e-05
Epoch 54/500
2027/2028 [============================>.] - ETA: 0s - loss: 2.3633e-05 - mean_squared_error: 2.3633e-05
Epoch 00054: loss did not improve from 0.00002
2028/2028 [==============================] - 10s 5ms/step - loss: 2.3631e-05 - mean_squared_error: 2.3631e-05 - val_loss: 1.8240e-05 - val_mean_squared_error: 1.8240e-05
Epoch 00054: early stopping
Epoch 1/500
2127/2139 [============================>.] - ETA: 0s - loss: 2.4016e-04 - mean_squared_error: 2.4016e-04
Epoch 00001: loss improved from inf to 0.00024, saving model to ./model_LSTM/23\01-0.0002.hdf5
2139/2139 [==============================] - 9s 4ms/step - loss: 2.3994e-04 - mean_squared_error: 2.3994e-04 - val_loss: 1.5475e-04 - val_mean_squared_error: 1.5475e-04
Epoch 2/500
2134/2139 [============================>.] - ETA: 0s - loss: 2.2129e-04 - mean_squared_error: 2.2129e-04
Epoch 00002: loss improved from 0.00024 to 0.00022, saving model to ./model_LSTM/23\02-0.0002.hdf5
2139/2139 [==============================] - 9s 4ms/step - loss: 2.2140e-04 - mean_squared_error: 2.2140e-04 - val_loss: 1.5265e-04 - val_mean_squared_error: 1.5265e-04
Epoch 3/500
2135/2139 [============================>.] - ETA: 0s - loss: 2.1765e-04 - mean_squared_error: 2.1765e-04
Epoch 00003: loss improved from 0.00022 to 0.00022, saving model to ./model_LSTM/23\03-0.0002.hdf5
2139/2139 [==============================] - 9s 4ms/step - loss: 2.1759e-04 - mean_squared_error: 2.1759e-04 - val_loss: 1.8392e-04 - val_mean_squared_error: 1.8392e-04
Epoch 4/500
2137/2139 [============================>.] - ETA: 0s - loss: 2.1295e-04 - mean_squared_error: 2.1295e-04
Epoch 00004: loss improved from 0.00022 to 0.00021, saving model to ./model_LSTM/23\04-0.0002.hdf5
2139/2139 [==============================] - 9s 4ms/step - loss: 2.1299e-04 - mean_squared_error: 2.1299e-04 - val_loss: 1.6943e-04 - val_mean_squared_error: 1.6943e-04
Epoch 5/500
2134/2139 [============================>.] - ETA: 0s - loss: 2.1081e-04 - mean_squared_error: 2.1081e-04
Epoch 00005: loss improved from 0.00021 to 0.00021, saving model to ./model_LSTM/23\05-0.0001.hdf5
2139/2139 [==============================] - 12s 6ms/step - loss: 2.1085e-04 - mean_squared_error: 2.1085e-04 - val_loss: 1.4848e-04 - val_mean_squared_error: 1.4848e-04
Epoch 6/500
2131/2139 [============================>.] - ETA: 0s - loss: 2.1032e-04 - mean_squared_error: 2.1032e-04
Epoch 00006: loss improved from 0.00021 to 0.00021, saving model to ./model_LSTM/23\06-0.0002.hdf5
2139/2139 [==============================] - 10s 5ms/step - loss: 2.1035e-04 - mean_squared_error: 2.1035e-04 - val_loss: 1.5880e-04 - val_mean_squared_error: 1.5880e-04
Epoch 7/500
2139/2139 [==============================] - ETA: 0s - loss: 2.0807e-04 - mean_squared_error: 2.0807e-04
Epoch 00007: loss improved from 0.00021 to 0.00021, saving model to ./model_LSTM/23\07-0.0002.hdf5
2139/2139 [==============================] - 12s 6ms/step - loss: 2.0807e-04 - mean_squared_error: 2.0807e-04 - val_loss: 2.0460e-04 - val_mean_squared_error: 2.0460e-04
Epoch 8/500
2127/2139 [============================>.] - ETA: 0s - loss: 2.0671e-04 - mean_squared_error: 2.0671e-04
Epoch 00008: loss improved from 0.00021 to 0.00021, saving model to ./model_LSTM/23\08-0.0001.hdf5
2139/2139 [==============================] - 11s 5ms/step - loss: 2.0659e-04 - mean_squared_error: 2.0659e-04 - val_loss: 1.4030e-04 - val_mean_squared_error: 1.4030e-04
Epoch 9/500
2137/2139 [============================>.] - ETA: 0s - loss: 2.0568e-04 - mean_squared_error: 2.0568e-04
Epoch 00009: loss improved from 0.00021 to 0.00021, saving model to ./model_LSTM/23\09-0.0001.hdf5
2139/2139 [==============================] - 11s 5ms/step - loss: 2.0562e-04 - mean_squared_error: 2.0562e-04 - val_loss: 1.4120e-04 - val_mean_squared_error: 1.4120e-04
Epoch 10/500
2136/2139 [============================>.] - ETA: 0s - loss: 2.0448e-04 - mean_squared_error: 2.0448e-04
Epoch 00010: loss improved from 0.00021 to 0.00020, saving model to ./model_LSTM/23\10-0.0001.hdf5
2139/2139 [==============================] - 10s 5ms/step - loss: 2.0441e-04 - mean_squared_error: 2.0441e-04 - val_loss: 1.4548e-04 - val_mean_squared_error: 1.4548e-04
Epoch 11/500
2138/2139 [============================>.] - ETA: 0s - loss: 2.0427e-04 - mean_squared_error: 2.0427e-04
Epoch 00011: loss improved from 0.00020 to 0.00020, saving model to ./model_LSTM/23\11-0.0002.hdf5
2139/2139 [==============================] - 10s 4ms/step - loss: 2.0423e-04 - mean_squared_error: 2.0423e-04 - val_loss: 1.5004e-04 - val_mean_squared_error: 1.5004e-04
Epoch 12/500
2127/2139 [============================>.] - ETA: 0s - loss: 2.0419e-04 - mean_squared_error: 2.0419e-04
Epoch 00012: loss improved from 0.00020 to 0.00020, saving model to ./model_LSTM/23\12-0.0001.hdf5
2139/2139 [==============================] - 9s 4ms/step - loss: 2.0396e-04 - mean_squared_error: 2.0396e-04 - val_loss: 1.4582e-04 - val_mean_squared_error: 1.4582e-04
Epoch 13/500
2127/2139 [============================>.] - ETA: 0s - loss: 2.0262e-04 - mean_squared_error: 2.0262e-04
Epoch 00013: loss improved from 0.00020 to 0.00020, saving model to ./model_LSTM/23\13-0.0001.hdf5
2139/2139 [==============================] - 9s 4ms/step - loss: 2.0293e-04 - mean_squared_error: 2.0293e-04 - val_loss: 1.4424e-04 - val_mean_squared_error: 1.4424e-04
Epoch 14/500
2135/2139 [============================>.] - ETA: 0s - loss: 2.0206e-04 - mean_squared_error: 2.0206e-04
Epoch 00014: loss improved from 0.00020 to 0.00020, saving model to ./model_LSTM/23\14-0.0001.hdf5
2139/2139 [==============================] - 8s 4ms/step - loss: 2.0204e-04 - mean_squared_error: 2.0204e-04 - val_loss: 1.4096e-04 - val_mean_squared_error: 1.4096e-04
Epoch 15/500
2131/2139 [============================>.] - ETA: 0s - loss: 2.0229e-04 - mean_squared_error: 2.0229e-04
Epoch 00015: loss did not improve from 0.00020
2139/2139 [==============================] - 9s 4ms/step - loss: 2.0216e-04 - mean_squared_error: 2.0216e-04 - val_loss: 1.4135e-04 - val_mean_squared_error: 1.4135e-04
Epoch 16/500
2134/2139 [============================>.] - ETA: 0s - loss: 2.0075e-04 - mean_squared_error: 2.0075e-04
Epoch 00016: loss improved from 0.00020 to 0.00020, saving model to ./model_LSTM/23\16-0.0001.hdf5
2139/2139 [==============================] - 9s 4ms/step - loss: 2.0055e-04 - mean_squared_error: 2.0055e-04 - val_loss: 1.4220e-04 - val_mean_squared_error: 1.4220e-04
Epoch 17/500
2130/2139 [============================>.] - ETA: 0s - loss: 2.0062e-04 - mean_squared_error: 2.0062e-04
Epoch 00017: loss did not improve from 0.00020
2139/2139 [==============================] - 9s 4ms/step - loss: 2.0062e-04 - mean_squared_error: 2.0062e-04 - val_loss: 1.4021e-04 - val_mean_squared_error: 1.4021e-04
Epoch 18/500
2129/2139 [============================>.] - ETA: 0s - loss: 1.9975e-04 - mean_squared_error: 1.9975e-04
Epoch 00018: loss improved from 0.00020 to 0.00020, saving model to ./model_LSTM/23\18-0.0001.hdf5
2139/2139 [==============================] - 9s 4ms/step - loss: 1.9937e-04 - mean_squared_error: 1.9937e-04 - val_loss: 1.4608e-04 - val_mean_squared_error: 1.4608e-04
Epoch 19/500
2126/2139 [============================>.] - ETA: 0s - loss: 1.9959e-04 - mean_squared_error: 1.9959e-04
Epoch 00019: loss did not improve from 0.00020
2139/2139 [==============================] - 9s 4ms/step - loss: 1.9946e-04 - mean_squared_error: 1.9946e-04 - val_loss: 1.9802e-04 - val_mean_squared_error: 1.9802e-04
Epoch 20/500
2127/2139 [============================>.] - ETA: 0s - loss: 1.9964e-04 - mean_squared_error: 1.9964e-04
Epoch 00020: loss did not improve from 0.00020
2139/2139 [==============================] - 9s 4ms/step - loss: 1.9944e-04 - mean_squared_error: 1.9944e-04 - val_loss: 1.4076e-04 - val_mean_squared_error: 1.4076e-04
Epoch 21/500
2132/2139 [============================>.] - ETA: 0s - loss: 1.9859e-04 - mean_squared_error: 1.9859e-04
Epoch 00021: loss improved from 0.00020 to 0.00020, saving model to ./model_LSTM/23\21-0.0002.hdf5
2139/2139 [==============================] - 9s 4ms/step - loss: 1.9856e-04 - mean_squared_error: 1.9856e-04 - val_loss: 1.5250e-04 - val_mean_squared_error: 1.5250e-04
Epoch 22/500
2131/2139 [============================>.] - ETA: 0s - loss: 1.9842e-04 - mean_squared_error: 1.9842e-04
Epoch 00022: loss improved from 0.00020 to 0.00020, saving model to ./model_LSTM/23\22-0.0001.hdf5
2139/2139 [==============================] - 10s 5ms/step - loss: 1.9822e-04 - mean_squared_error: 1.9822e-04 - val_loss: 1.4583e-04 - val_mean_squared_error: 1.4583e-04
Epoch 23/500
2136/2139 [============================>.] - ETA: 0s - loss: 1.9805e-04 - mean_squared_error: 1.9805e-04
Epoch 00023: loss improved from 0.00020 to 0.00020, saving model to ./model_LSTM/23\23-0.0001.hdf5
2139/2139 [==============================] - 11s 5ms/step - loss: 1.9796e-04 - mean_squared_error: 1.9796e-04 - val_loss: 1.4047e-04 - val_mean_squared_error: 1.4047e-04
Epoch 24/500
2131/2139 [============================>.] - ETA: 0s - loss: 1.9649e-04 - mean_squared_error: 1.9649e-04
Epoch 00024: loss improved from 0.00020 to 0.00020, saving model to ./model_LSTM/23\24-0.0001.hdf5
2139/2139 [==============================] - 11s 5ms/step - loss: 1.9621e-04 - mean_squared_error: 1.9621e-04 - val_loss: 1.4245e-04 - val_mean_squared_error: 1.4245e-04
Epoch 25/500
2135/2139 [============================>.] - ETA: 0s - loss: 1.9665e-04 - mean_squared_error: 1.9665e-04
Epoch 00025: loss did not improve from 0.00020
2139/2139 [==============================] - 12s 6ms/step - loss: 1.9687e-04 - mean_squared_error: 1.9687e-04 - val_loss: 1.4964e-04 - val_mean_squared_error: 1.4964e-04
Epoch 26/500
2136/2139 [============================>.] - ETA: 0s - loss: 1.9638e-04 - mean_squared_error: 1.9638e-04
Epoch 00026: loss did not improve from 0.00020
2139/2139 [==============================] - 10s 5ms/step - loss: 1.9633e-04 - mean_squared_error: 1.9633e-04 - val_loss: 1.4092e-04 - val_mean_squared_error: 1.4092e-04
Epoch 27/500
2133/2139 [============================>.] - ETA: 0s - loss: 1.9497e-04 - mean_squared_error: 1.9497e-04
Epoch 00027: loss improved from 0.00020 to 0.00020, saving model to ./model_LSTM/23\27-0.0001.hdf5
2139/2139 [==============================] - 9s 4ms/step - loss: 1.9508e-04 - mean_squared_error: 1.9508e-04 - val_loss: 1.4155e-04 - val_mean_squared_error: 1.4155e-04
Epoch 28/500
2129/2139 [============================>.] - ETA: 0s - loss: 1.9545e-04 - mean_squared_error: 1.9545e-04
Epoch 00028: loss did not improve from 0.00020
2139/2139 [==============================] - 9s 4ms/step - loss: 1.9561e-04 - mean_squared_error: 1.9561e-04 - val_loss: 1.3756e-04 - val_mean_squared_error: 1.3756e-04
Epoch 29/500
2128/2139 [============================>.] - ETA: 0s - loss: 1.9502e-04 - mean_squared_error: 1.9502e-04
Epoch 00029: loss improved from 0.00020 to 0.00019, saving model to ./model_LSTM/23\29-0.0001.hdf5
2139/2139 [==============================] - 9s 4ms/step - loss: 1.9489e-04 - mean_squared_error: 1.9489e-04 - val_loss: 1.4150e-04 - val_mean_squared_error: 1.4150e-04
Epoch 30/500
2138/2139 [============================>.] - ETA: 0s - loss: 1.9402e-04 - mean_squared_error: 1.9402e-04
Epoch 00030: loss improved from 0.00019 to 0.00019, saving model to ./model_LSTM/23\30-0.0001.hdf5
2139/2139 [==============================] - 8s 4ms/step - loss: 1.9398e-04 - mean_squared_error: 1.9398e-04 - val_loss: 1.4411e-04 - val_mean_squared_error: 1.4411e-04
Epoch 31/500
2134/2139 [============================>.] - ETA: 0s - loss: 1.9367e-04 - mean_squared_error: 1.9367e-04
Epoch 00031: loss improved from 0.00019 to 0.00019, saving model to ./model_LSTM/23\31-0.0002.hdf5
2139/2139 [==============================] - 9s 4ms/step - loss: 1.9346e-04 - mean_squared_error: 1.9346e-04 - val_loss: 1.6872e-04 - val_mean_squared_error: 1.6872e-04
Epoch 32/500
2136/2139 [============================>.] - ETA: 0s - loss: 1.9324e-04 - mean_squared_error: 1.9324e-04
Epoch 00032: loss improved from 0.00019 to 0.00019, saving model to ./model_LSTM/23\32-0.0001.hdf5
2139/2139 [==============================] - 10s 5ms/step - loss: 1.9321e-04 - mean_squared_error: 1.9321e-04 - val_loss: 1.3820e-04 - val_mean_squared_error: 1.3820e-04
Epoch 33/500
2129/2139 [============================>.] - ETA: 0s - loss: 1.9232e-04 - mean_squared_error: 1.9232e-04
Epoch 00033: loss improved from 0.00019 to 0.00019, saving model to ./model_LSTM/23\33-0.0002.hdf5
2139/2139 [==============================] - 10s 5ms/step - loss: 1.9237e-04 - mean_squared_error: 1.9237e-04 - val_loss: 1.7504e-04 - val_mean_squared_error: 1.7504e-04
Epoch 34/500
2138/2139 [============================>.] - ETA: 0s - loss: 1.9218e-04 - mean_squared_error: 1.9218e-04
Epoch 00034: loss improved from 0.00019 to 0.00019, saving model to ./model_LSTM/23\34-0.0001.hdf5
2139/2139 [==============================] - 9s 4ms/step - loss: 1.9227e-04 - mean_squared_error: 1.9227e-04 - val_loss: 1.4025e-04 - val_mean_squared_error: 1.4025e-04
Epoch 35/500
2126/2139 [============================>.] - ETA: 0s - loss: 1.9336e-04 - mean_squared_error: 1.9336e-04
Epoch 00035: loss did not improve from 0.00019
2139/2139 [==============================] - 9s 4ms/step - loss: 1.9327e-04 - mean_squared_error: 1.9327e-04 - val_loss: 1.4840e-04 - val_mean_squared_error: 1.4840e-04
Epoch 36/500
2132/2139 [============================>.] - ETA: 0s - loss: 1.9184e-04 - mean_squared_error: 1.9184e-04
Epoch 00036: loss improved from 0.00019 to 0.00019, saving model to ./model_LSTM/23\36-0.0001.hdf5
2139/2139 [==============================] - 9s 4ms/step - loss: 1.9163e-04 - mean_squared_error: 1.9163e-04 - val_loss: 1.3817e-04 - val_mean_squared_error: 1.3817e-04
Epoch 37/500
2137/2139 [============================>.] - ETA: 0s - loss: 1.9127e-04 - mean_squared_error: 1.9127e-04
Epoch 00037: loss improved from 0.00019 to 0.00019, saving model to ./model_LSTM/23\37-0.0001.hdf5
2139/2139 [==============================] - 10s 5ms/step - loss: 1.9123e-04 - mean_squared_error: 1.9123e-04 - val_loss: 1.3724e-04 - val_mean_squared_error: 1.3724e-04
Epoch 38/500
2128/2139 [============================>.] - ETA: 0s - loss: 1.9176e-04 - mean_squared_error: 1.9176e-04
Epoch 00038: loss did not improve from 0.00019
2139/2139 [==============================] - 11s 5ms/step - loss: 1.9214e-04 - mean_squared_error: 1.9214e-04 - val_loss: 1.7344e-04 - val_mean_squared_error: 1.7344e-04
Epoch 39/500
2137/2139 [============================>.] - ETA: 0s - loss: 1.9196e-04 - mean_squared_error: 1.9196e-04
Epoch 00039: loss did not improve from 0.00019
2139/2139 [==============================] - 15s 7ms/step - loss: 1.9206e-04 - mean_squared_error: 1.9206e-04 - val_loss: 1.3873e-04 - val_mean_squared_error: 1.3873e-04
Epoch 40/500
2134/2139 [============================>.] - ETA: 0s - loss: 1.9162e-04 - mean_squared_error: 1.9162e-04
Epoch 00040: loss did not improve from 0.00019
2139/2139 [==============================] - 13s 6ms/step - loss: 1.9149e-04 - mean_squared_error: 1.9149e-04 - val_loss: 1.5993e-04 - val_mean_squared_error: 1.5993e-04
Epoch 41/500
2128/2139 [============================>.] - ETA: 0s - loss: 1.9047e-04 - mean_squared_error: 1.9047e-04
Epoch 00041: loss improved from 0.00019 to 0.00019, saving model to ./model_LSTM/23\41-0.0001.hdf5
2139/2139 [==============================] - 12s 5ms/step - loss: 1.9051e-04 - mean_squared_error: 1.9051e-04 - val_loss: 1.4909e-04 - val_mean_squared_error: 1.4909e-04
Epoch 42/500
2136/2139 [============================>.] - ETA: 0s - loss: 1.9033e-04 - mean_squared_error: 1.9033e-04
Epoch 00042: loss did not improve from 0.00019
2139/2139 [==============================] - 11s 5ms/step - loss: 1.9052e-04 - mean_squared_error: 1.9052e-04 - val_loss: 1.3906e-04 - val_mean_squared_error: 1.3906e-04
Epoch 43/500
2130/2139 [============================>.] - ETA: 0s - loss: 1.9181e-04 - mean_squared_error: 1.9181e-04
Epoch 00043: loss did not improve from 0.00019
2139/2139 [==============================] - 9s 4ms/step - loss: 1.9174e-04 - mean_squared_error: 1.9174e-04 - val_loss: 1.3960e-04 - val_mean_squared_error: 1.3960e-04
Epoch 44/500
2131/2139 [============================>.] - ETA: 0s - loss: 1.8982e-04 - mean_squared_error: 1.8982e-04
Epoch 00044: loss improved from 0.00019 to 0.00019, saving model to ./model_LSTM/23\44-0.0001.hdf5
2139/2139 [==============================] - 9s 4ms/step - loss: 1.8974e-04 - mean_squared_error: 1.8974e-04 - val_loss: 1.4231e-04 - val_mean_squared_error: 1.4231e-04
Epoch 45/500
2132/2139 [============================>.] - ETA: 0s - loss: 1.8948e-04 - mean_squared_error: 1.8948e-04
Epoch 00045: loss did not improve from 0.00019
2139/2139 [==============================] - 8s 4ms/step - loss: 1.8977e-04 - mean_squared_error: 1.8977e-04 - val_loss: 1.3840e-04 - val_mean_squared_error: 1.3840e-04
Epoch 46/500
2137/2139 [============================>.] - ETA: 0s - loss: 1.8967e-04 - mean_squared_error: 1.8967e-04
Epoch 00046: loss improved from 0.00019 to 0.00019, saving model to ./model_LSTM/23\46-0.0002.hdf5
2139/2139 [==============================] - 9s 4ms/step - loss: 1.8956e-04 - mean_squared_error: 1.8956e-04 - val_loss: 1.5439e-04 - val_mean_squared_error: 1.5439e-04
Epoch 47/500
2137/2139 [============================>.] - ETA: 0s - loss: 1.9024e-04 - mean_squared_error: 1.9024e-04
Epoch 00047: loss did not improve from 0.00019
2139/2139 [==============================] - 10s 4ms/step - loss: 1.9027e-04 - mean_squared_error: 1.9027e-04 - val_loss: 1.5698e-04 - val_mean_squared_error: 1.5698e-04
Epoch 48/500
2133/2139 [============================>.] - ETA: 0s - loss: 1.8894e-04 - mean_squared_error: 1.8894e-04
Epoch 00048: loss improved from 0.00019 to 0.00019, saving model to ./model_LSTM/23\48-0.0002.hdf5
2139/2139 [==============================] - 9s 4ms/step - loss: 1.8893e-04 - mean_squared_error: 1.8893e-04 - val_loss: 1.5856e-04 - val_mean_squared_error: 1.5856e-04
Epoch 49/500
2139/2139 [==============================] - ETA: 0s - loss: 1.9013e-04 - mean_squared_error: 1.9013e-04
Epoch 00049: loss did not improve from 0.00019
2139/2139 [==============================] - 8s 4ms/step - loss: 1.9013e-04 - mean_squared_error: 1.9013e-04 - val_loss: 1.5185e-04 - val_mean_squared_error: 1.5185e-04
Epoch 50/500
2139/2139 [==============================] - ETA: 0s - loss: 1.8899e-04 - mean_squared_error: 1.8899e-04
Epoch 00050: loss did not improve from 0.00019
2139/2139 [==============================] - 9s 4ms/step - loss: 1.8899e-04 - mean_squared_error: 1.8899e-04 - val_loss: 1.6213e-04 - val_mean_squared_error: 1.6213e-04
Epoch 51/500
2138/2139 [============================>.] - ETA: 0s - loss: 1.8924e-04 - mean_squared_error: 1.8924e-04
Epoch 00051: loss did not improve from 0.00019
2139/2139 [==============================] - 9s 4ms/step - loss: 1.8924e-04 - mean_squared_error: 1.8924e-04 - val_loss: 1.3682e-04 - val_mean_squared_error: 1.3682e-04
Epoch 52/500
2133/2139 [============================>.] - ETA: 0s - loss: 1.8935e-04 - mean_squared_error: 1.8935e-04
Epoch 00052: loss did not improve from 0.00019
2139/2139 [==============================] - 10s 4ms/step - loss: 1.8927e-04 - mean_squared_error: 1.8927e-04 - val_loss: 1.3730e-04 - val_mean_squared_error: 1.3730e-04
Epoch 53/500
2139/2139 [==============================] - ETA: 0s - loss: 1.8952e-04 - mean_squared_error: 1.8952e-04
Epoch 00053: loss did not improve from 0.00019
2139/2139 [==============================] - 9s 4ms/step - loss: 1.8952e-04 - mean_squared_error: 1.8952e-04 - val_loss: 1.3591e-04 - val_mean_squared_error: 1.3591e-04
Epoch 00053: early stopping
Epoch 1/500
1392/1401 [============================>.] - ETA: 0s - loss: 3.0311e-05 - mean_squared_error: 3.0311e-05
Epoch 00001: loss improved from inf to 0.00003, saving model to ./model_LSTM/24\01-0.0001.hdf5
1401/1401 [==============================] - 8s 6ms/step - loss: 3.0150e-05 - mean_squared_error: 3.0150e-05 - val_loss: 1.3155e-04 - val_mean_squared_error: 1.3155e-04
Epoch 2/500
1400/1401 [============================>.] - ETA: 0s - loss: 2.3730e-05 - mean_squared_error: 2.3730e-05
Epoch 00002: loss improved from 0.00003 to 0.00002, saving model to ./model_LSTM/24\02-0.0001.hdf5
1401/1401 [==============================] - 10s 7ms/step - loss: 2.3718e-05 - mean_squared_error: 2.3718e-05 - val_loss: 1.1310e-04 - val_mean_squared_error: 1.1310e-04
Epoch 3/500
1394/1401 [============================>.] - ETA: 0s - loss: 2.2151e-05 - mean_squared_error: 2.2151e-05
Epoch 00003: loss improved from 0.00002 to 0.00002, saving model to ./model_LSTM/24\03-0.0001.hdf5
1401/1401 [==============================] - 10s 7ms/step - loss: 2.2069e-05 - mean_squared_error: 2.2069e-05 - val_loss: 1.2468e-04 - val_mean_squared_error: 1.2468e-04
Epoch 4/500
1400/1401 [============================>.] - ETA: 0s - loss: 2.0899e-05 - mean_squared_error: 2.0899e-05
Epoch 00004: loss improved from 0.00002 to 0.00002, saving model to ./model_LSTM/24\04-0.0001.hdf5
1401/1401 [==============================] - 10s 7ms/step - loss: 2.0888e-05 - mean_squared_error: 2.0888e-05 - val_loss: 1.3185e-04 - val_mean_squared_error: 1.3185e-04
Epoch 5/500
1398/1401 [============================>.] - ETA: 0s - loss: 2.1413e-05 - mean_squared_error: 2.1413e-05
Epoch 00005: loss did not improve from 0.00002
1401/1401 [==============================] - 8s 6ms/step - loss: 2.1418e-05 - mean_squared_error: 2.1418e-05 - val_loss: 1.1642e-04 - val_mean_squared_error: 1.1642e-04
Epoch 6/500
1401/1401 [==============================] - ETA: 0s - loss: 2.1143e-05 - mean_squared_error: 2.1143e-05
Epoch 00006: loss did not improve from 0.00002
1401/1401 [==============================] - 8s 5ms/step - loss: 2.1143e-05 - mean_squared_error: 2.1143e-05 - val_loss: 1.1209e-04 - val_mean_squared_error: 1.1209e-04
Epoch 7/500
1394/1401 [============================>.] - ETA: 0s - loss: 2.0649e-05 - mean_squared_error: 2.0649e-05
Epoch 00007: loss improved from 0.00002 to 0.00002, saving model to ./model_LSTM/24\07-0.0001.hdf5
1401/1401 [==============================] - 7s 5ms/step - loss: 2.0559e-05 - mean_squared_error: 2.0559e-05 - val_loss: 1.0560e-04 - val_mean_squared_error: 1.0560e-04
Epoch 8/500
1392/1401 [============================>.] - ETA: 0s - loss: 2.1056e-05 - mean_squared_error: 2.1056e-05
Epoch 00008: loss did not improve from 0.00002
1401/1401 [==============================] - 7s 5ms/step - loss: 2.1023e-05 - mean_squared_error: 2.1023e-05 - val_loss: 1.1298e-04 - val_mean_squared_error: 1.1298e-04
Epoch 9/500
1398/1401 [============================>.] - ETA: 0s - loss: 2.0634e-05 - mean_squared_error: 2.0634e-05
Epoch 00009: loss did not improve from 0.00002
1401/1401 [==============================] - 11s 8ms/step - loss: 2.0633e-05 - mean_squared_error: 2.0633e-05 - val_loss: 1.2519e-04 - val_mean_squared_error: 1.2519e-04
Epoch 10/500
1401/1401 [==============================] - ETA: 0s - loss: 1.9824e-05 - mean_squared_error: 1.9824e-05
Epoch 00010: loss improved from 0.00002 to 0.00002, saving model to ./model_LSTM/24\10-0.0001.hdf5
1401/1401 [==============================] - 11s 8ms/step - loss: 1.9824e-05 - mean_squared_error: 1.9824e-05 - val_loss: 1.0432e-04 - val_mean_squared_error: 1.0432e-04
Epoch 11/500
1392/1401 [============================>.] - ETA: 0s - loss: 2.2107e-05 - mean_squared_error: 2.2107e-05
Epoch 00011: loss did not improve from 0.00002
1401/1401 [==============================] - 7s 5ms/step - loss: 2.2012e-05 - mean_squared_error: 2.2012e-05 - val_loss: 1.1152e-04 - val_mean_squared_error: 1.1152e-04
Epoch 12/500
1394/1401 [============================>.] - ETA: 0s - loss: 2.0651e-05 - mean_squared_error: 2.0651e-05
Epoch 00012: loss did not improve from 0.00002
1401/1401 [==============================] - 8s 6ms/step - loss: 2.0614e-05 - mean_squared_error: 2.0614e-05 - val_loss: 1.1349e-04 - val_mean_squared_error: 1.1349e-04
Epoch 13/500
1400/1401 [============================>.] - ETA: 0s - loss: 1.9911e-05 - mean_squared_error: 1.9911e-05
Epoch 00013: loss did not improve from 0.00002
1401/1401 [==============================] - 7s 5ms/step - loss: 1.9901e-05 - mean_squared_error: 1.9901e-05 - val_loss: 1.0935e-04 - val_mean_squared_error: 1.0935e-04
Epoch 14/500
1397/1401 [============================>.] - ETA: 0s - loss: 2.0162e-05 - mean_squared_error: 2.0162e-05
Epoch 00014: loss did not improve from 0.00002
1401/1401 [==============================] - 7s 5ms/step - loss: 2.0111e-05 - mean_squared_error: 2.0111e-05 - val_loss: 1.0480e-04 - val_mean_squared_error: 1.0480e-04
Epoch 15/500
1396/1401 [============================>.] - ETA: 0s - loss: 1.9967e-05 - mean_squared_error: 1.9967e-05
Epoch 00015: loss did not improve from 0.00002
1401/1401 [==============================] - 7s 5ms/step - loss: 1.9929e-05 - mean_squared_error: 1.9929e-05 - val_loss: 1.1539e-04 - val_mean_squared_error: 1.1539e-04
Epoch 00015: early stopping
Epoch 1/500
1181/1187 [============================>.] - ETA: 0s - loss: 2.1423e-04 - mean_squared_error: 2.1423e-04
Epoch 00001: loss improved from inf to 0.00021, saving model to ./model_LSTM/25\01-0.0001.hdf5
1187/1187 [==============================] - 7s 6ms/step - loss: 2.1354e-04 - mean_squared_error: 2.1354e-04 - val_loss: 5.8318e-05 - val_mean_squared_error: 5.8318e-05
Epoch 2/500
1185/1187 [============================>.] - ETA: 0s - loss: 4.2187e-05 - mean_squared_error: 4.2187e-05
Epoch 00002: loss improved from 0.00021 to 0.00004, saving model to ./model_LSTM/25\02-0.0000.hdf5
1187/1187 [==============================] - 7s 6ms/step - loss: 4.2139e-05 - mean_squared_error: 4.2139e-05 - val_loss: 1.8587e-05 - val_mean_squared_error: 1.8587e-05
Epoch 3/500
1179/1187 [============================>.] - ETA: 0s - loss: 3.9423e-05 - mean_squared_error: 3.9423e-05
Epoch 00003: loss improved from 0.00004 to 0.00004, saving model to ./model_LSTM/25\03-0.0000.hdf5
1187/1187 [==============================] - 7s 5ms/step - loss: 3.9504e-05 - mean_squared_error: 3.9504e-05 - val_loss: 2.1224e-05 - val_mean_squared_error: 2.1224e-05
Epoch 4/500
1184/1187 [============================>.] - ETA: 0s - loss: 3.9617e-05 - mean_squared_error: 3.9617e-05
Epoch 00004: loss did not improve from 0.00004
1187/1187 [==============================] - 7s 6ms/step - loss: 3.9908e-05 - mean_squared_error: 3.9908e-05 - val_loss: 1.9206e-05 - val_mean_squared_error: 1.9206e-05
Epoch 5/500
1181/1187 [============================>.] - ETA: 0s - loss: 3.7708e-05 - mean_squared_error: 3.7708e-05
Epoch 00005: loss improved from 0.00004 to 0.00004, saving model to ./model_LSTM/25\05-0.0000.hdf5
1187/1187 [==============================] - 8s 7ms/step - loss: 3.7577e-05 - mean_squared_error: 3.7577e-05 - val_loss: 1.3306e-05 - val_mean_squared_error: 1.3306e-05
Epoch 6/500
1178/1187 [============================>.] - ETA: 0s - loss: 4.0223e-05 - mean_squared_error: 4.0223e-05
Epoch 00006: loss did not improve from 0.00004
1187/1187 [==============================] - 8s 7ms/step - loss: 3.9949e-05 - mean_squared_error: 3.9949e-05 - val_loss: 1.6539e-05 - val_mean_squared_error: 1.6539e-05
Epoch 7/500
1183/1187 [============================>.] - ETA: 0s - loss: 3.9303e-05 - mean_squared_error: 3.9303e-05
Epoch 00007: loss did not improve from 0.00004
1187/1187 [==============================] - 8s 7ms/step - loss: 3.9197e-05 - mean_squared_error: 3.9197e-05 - val_loss: 1.4856e-05 - val_mean_squared_error: 1.4856e-05
Epoch 8/500
1182/1187 [============================>.] - ETA: 0s - loss: 3.8512e-05 - mean_squared_error: 3.8512e-05
Epoch 00008: loss did not improve from 0.00004
1187/1187 [==============================] - 8s 7ms/step - loss: 3.8380e-05 - mean_squared_error: 3.8380e-05 - val_loss: 1.3324e-05 - val_mean_squared_error: 1.3324e-05
Epoch 9/500
1187/1187 [==============================] - ETA: 0s - loss: 3.9010e-05 - mean_squared_error: 3.9010e-05
Epoch 00009: loss did not improve from 0.00004
1187/1187 [==============================] - 7s 6ms/step - loss: 3.9010e-05 - mean_squared_error: 3.9010e-05 - val_loss: 1.4058e-05 - val_mean_squared_error: 1.4058e-05
Epoch 10/500
1179/1187 [============================>.] - ETA: 0s - loss: 3.7302e-05 - mean_squared_error: 3.7302e-05
Epoch 00010: loss improved from 0.00004 to 0.00004, saving model to ./model_LSTM/25\10-0.0000.hdf5
1187/1187 [==============================] - 7s 6ms/step - loss: 3.7092e-05 - mean_squared_error: 3.7092e-05 - val_loss: 1.2879e-05 - val_mean_squared_error: 1.2879e-05
Epoch 11/500
1185/1187 [============================>.] - ETA: 0s - loss: 3.7279e-05 - mean_squared_error: 3.7279e-05
Epoch 00011: loss did not improve from 0.00004
1187/1187 [==============================] - 6s 5ms/step - loss: 3.7239e-05 - mean_squared_error: 3.7239e-05 - val_loss: 1.3444e-05 - val_mean_squared_error: 1.3444e-05
Epoch 12/500
1183/1187 [============================>.] - ETA: 0s - loss: 3.7865e-05 - mean_squared_error: 3.7865e-05
Epoch 00012: loss did not improve from 0.00004
1187/1187 [==============================] - 6s 5ms/step - loss: 3.7764e-05 - mean_squared_error: 3.7764e-05 - val_loss: 1.2657e-05 - val_mean_squared_error: 1.2657e-05
Epoch 13/500
1175/1187 [============================>.] - ETA: 0s - loss: 3.8481e-05 - mean_squared_error: 3.8481e-05
Epoch 00013: loss did not improve from 0.00004
1187/1187 [==============================] - 6s 5ms/step - loss: 3.8142e-05 - mean_squared_error: 3.8142e-05 - val_loss: 1.7591e-05 - val_mean_squared_error: 1.7591e-05
Epoch 14/500
1179/1187 [============================>.] - ETA: 0s - loss: 3.7658e-05 - mean_squared_error: 3.7658e-05
Epoch 00014: loss did not improve from 0.00004
1187/1187 [==============================] - 5s 5ms/step - loss: 3.7435e-05 - mean_squared_error: 3.7435e-05 - val_loss: 1.2805e-05 - val_mean_squared_error: 1.2805e-05
Epoch 15/500
1178/1187 [============================>.] - ETA: 0s - loss: 3.8928e-05 - mean_squared_error: 3.8928e-05
Epoch 00015: loss did not improve from 0.00004
1187/1187 [==============================] - 6s 5ms/step - loss: 3.8700e-05 - mean_squared_error: 3.8700e-05 - val_loss: 1.2330e-05 - val_mean_squared_error: 1.2330e-05
Epoch 00015: early stopping
Epoch 1/500
2198/2203 [============================>.] - ETA: 0s - loss: 1.6283e-05 - mean_squared_error: 1.6283e-05
Epoch 00001: loss improved from inf to 0.00002, saving model to ./model_LSTM/26\01-0.0000.hdf5
2203/2203 [==============================] - 11s 5ms/step - loss: 1.6266e-05 - mean_squared_error: 1.6266e-05 - val_loss: 2.5667e-06 - val_mean_squared_error: 2.5667e-06
Epoch 2/500
2195/2203 [============================>.] - ETA: 0s - loss: 1.3798e-05 - mean_squared_error: 1.3798e-05
Epoch 00002: loss improved from 0.00002 to 0.00001, saving model to ./model_LSTM/26\02-0.0000.hdf5
2203/2203 [==============================] - 11s 5ms/step - loss: 1.3782e-05 - mean_squared_error: 1.3782e-05 - val_loss: 2.9316e-06 - val_mean_squared_error: 2.9316e-06
Epoch 3/500
2203/2203 [==============================] - ETA: 0s - loss: 1.3549e-05 - mean_squared_error: 1.3549e-05
Epoch 00003: loss improved from 0.00001 to 0.00001, saving model to ./model_LSTM/26\03-0.0000.hdf5
2203/2203 [==============================] - 11s 5ms/step - loss: 1.3549e-05 - mean_squared_error: 1.3549e-05 - val_loss: 1.8185e-06 - val_mean_squared_error: 1.8185e-06
Epoch 4/500
2203/2203 [==============================] - ETA: 0s - loss: 1.3121e-05 - mean_squared_error: 1.3121e-05
Epoch 00004: loss improved from 0.00001 to 0.00001, saving model to ./model_LSTM/26\04-0.0000.hdf5
2203/2203 [==============================] - 11s 5ms/step - loss: 1.3121e-05 - mean_squared_error: 1.3121e-05 - val_loss: 1.8551e-06 - val_mean_squared_error: 1.8551e-06
Epoch 5/500
2203/2203 [==============================] - ETA: 0s - loss: 1.2935e-05 - mean_squared_error: 1.2935e-05
Epoch 00005: loss improved from 0.00001 to 0.00001, saving model to ./model_LSTM/26\05-0.0000.hdf5
2203/2203 [==============================] - 12s 5ms/step - loss: 1.2935e-05 - mean_squared_error: 1.2935e-05 - val_loss: 2.5016e-06 - val_mean_squared_error: 2.5016e-06
Epoch 6/500
2198/2203 [============================>.] - ETA: 0s - loss: 1.2497e-05 - mean_squared_error: 1.2497e-05
Epoch 00006: loss improved from 0.00001 to 0.00001, saving model to ./model_LSTM/26\06-0.0000.hdf5
2203/2203 [==============================] - 12s 6ms/step - loss: 1.2474e-05 - mean_squared_error: 1.2474e-05 - val_loss: 2.0194e-06 - val_mean_squared_error: 2.0194e-06
Epoch 7/500
2199/2203 [============================>.] - ETA: 0s - loss: 1.2481e-05 - mean_squared_error: 1.2481e-05
Epoch 00007: loss did not improve from 0.00001
2203/2203 [==============================] - 14s 6ms/step - loss: 1.2495e-05 - mean_squared_error: 1.2495e-05 - val_loss: 2.3871e-06 - val_mean_squared_error: 2.3871e-06
Epoch 8/500
2202/2203 [============================>.] - ETA: 0s - loss: 1.2057e-05 - mean_squared_error: 1.2057e-05
Epoch 00008: loss improved from 0.00001 to 0.00001, saving model to ./model_LSTM/26\08-0.0000.hdf5
2203/2203 [==============================] - 15s 7ms/step - loss: 1.2054e-05 - mean_squared_error: 1.2054e-05 - val_loss: 1.9581e-06 - val_mean_squared_error: 1.9581e-06
Epoch 9/500
2198/2203 [============================>.] - ETA: 0s - loss: 1.2470e-05 - mean_squared_error: 1.2470e-05
Epoch 00009: loss did not improve from 0.00001
2203/2203 [==============================] - 13s 6ms/step - loss: 1.2447e-05 - mean_squared_error: 1.2447e-05 - val_loss: 2.1427e-06 - val_mean_squared_error: 2.1427e-06
Epoch 10/500
2192/2203 [============================>.] - ETA: 0s - loss: 1.1952e-05 - mean_squared_error: 1.1952e-05
Epoch 00010: loss improved from 0.00001 to 0.00001, saving model to ./model_LSTM/26\10-0.0000.hdf5
2203/2203 [==============================] - 12s 6ms/step - loss: 1.1902e-05 - mean_squared_error: 1.1902e-05 - val_loss: 1.9542e-06 - val_mean_squared_error: 1.9542e-06
Epoch 11/500
2202/2203 [============================>.] - ETA: 0s - loss: 1.2083e-05 - mean_squared_error: 1.2083e-05
Epoch 00011: loss did not improve from 0.00001
2203/2203 [==============================] - 11s 5ms/step - loss: 1.2080e-05 - mean_squared_error: 1.2080e-05 - val_loss: 6.3173e-06 - val_mean_squared_error: 6.3173e-06
Epoch 12/500
2203/2203 [==============================] - ETA: 0s - loss: 1.1827e-05 - mean_squared_error: 1.1827e-05
Epoch 00012: loss improved from 0.00001 to 0.00001, saving model to ./model_LSTM/26\12-0.0000.hdf5
2203/2203 [==============================] - 11s 5ms/step - loss: 1.1827e-05 - mean_squared_error: 1.1827e-05 - val_loss: 2.5413e-06 - val_mean_squared_error: 2.5413e-06
Epoch 13/500
2196/2203 [============================>.] - ETA: 0s - loss: 1.1897e-05 - mean_squared_error: 1.1897e-05
Epoch 00013: loss did not improve from 0.00001
2203/2203 [==============================] - 11s 5ms/step - loss: 1.1941e-05 - mean_squared_error: 1.1941e-05 - val_loss: 2.0203e-06 - val_mean_squared_error: 2.0203e-06
Epoch 14/500
2203/2203 [==============================] - ETA: 0s - loss: 1.2202e-05 - mean_squared_error: 1.2202e-05
Epoch 00014: loss did not improve from 0.00001
2203/2203 [==============================] - 11s 5ms/step - loss: 1.2202e-05 - mean_squared_error: 1.2202e-05 - val_loss: 2.0905e-06 - val_mean_squared_error: 2.0905e-06
Epoch 15/500
2194/2203 [============================>.] - ETA: 0s - loss: 1.1350e-05 - mean_squared_error: 1.1350e-05
Epoch 00015: loss improved from 0.00001 to 0.00001, saving model to ./model_LSTM/26\15-0.0000.hdf5
2203/2203 [==============================] - 11s 5ms/step - loss: 1.1343e-05 - mean_squared_error: 1.1343e-05 - val_loss: 4.9253e-06 - val_mean_squared_error: 4.9253e-06
Epoch 16/500
2195/2203 [============================>.] - ETA: 0s - loss: 1.1451e-05 - mean_squared_error: 1.1451e-05
Epoch 00016: loss did not improve from 0.00001
2203/2203 [==============================] - 11s 5ms/step - loss: 1.1506e-05 - mean_squared_error: 1.1506e-05 - val_loss: 2.0889e-06 - val_mean_squared_error: 2.0889e-06
Epoch 17/500
2198/2203 [============================>.] - ETA: 0s - loss: 1.1062e-05 - mean_squared_error: 1.1062e-05
Epoch 00017: loss improved from 0.00001 to 0.00001, saving model to ./model_LSTM/26\17-0.0000.hdf5
2203/2203 [==============================] - 12s 5ms/step - loss: 1.1042e-05 - mean_squared_error: 1.1042e-05 - val_loss: 1.8100e-06 - val_mean_squared_error: 1.8100e-06
Epoch 18/500
2201/2203 [============================>.] - ETA: 0s - loss: 1.1464e-05 - mean_squared_error: 1.1464e-05
Epoch 00018: loss did not improve from 0.00001
2203/2203 [==============================] - 12s 6ms/step - loss: 1.1474e-05 - mean_squared_error: 1.1474e-05 - val_loss: 2.4837e-06 - val_mean_squared_error: 2.4837e-06
Epoch 19/500
2195/2203 [============================>.] - ETA: 0s - loss: 1.1615e-05 - mean_squared_error: 1.1615e-05
Epoch 00019: loss did not improve from 0.00001
2203/2203 [==============================] - 15s 7ms/step - loss: 1.1609e-05 - mean_squared_error: 1.1609e-05 - val_loss: 1.7933e-06 - val_mean_squared_error: 1.7933e-06
Epoch 20/500
2201/2203 [============================>.] - ETA: 0s - loss: 1.1171e-05 - mean_squared_error: 1.1171e-05
Epoch 00020: loss did not improve from 0.00001
2203/2203 [==============================] - 15s 7ms/step - loss: 1.1165e-05 - mean_squared_error: 1.1165e-05 - val_loss: 1.9819e-06 - val_mean_squared_error: 1.9819e-06
Epoch 21/500
2198/2203 [============================>.] - ETA: 0s - loss: 1.1508e-05 - mean_squared_error: 1.1508e-05
Epoch 00021: loss did not improve from 0.00001
2203/2203 [==============================] - 16s 7ms/step - loss: 1.1493e-05 - mean_squared_error: 1.1493e-05 - val_loss: 1.9010e-06 - val_mean_squared_error: 1.9010e-06
Epoch 22/500
2193/2203 [============================>.] - ETA: 0s - loss: 1.1237e-05 - mean_squared_error: 1.1237e-05
Epoch 00022: loss did not improve from 0.00001
2203/2203 [==============================] - 12s 6ms/step - loss: 1.1198e-05 - mean_squared_error: 1.1198e-05 - val_loss: 1.8666e-06 - val_mean_squared_error: 1.8666e-06
Epoch 00022: early stopping
Epoch 1/500
1999/2009 [============================>.] - ETA: 0s - loss: 2.6950e-05 - mean_squared_error: 2.6950e-05
Epoch 00001: loss improved from inf to 0.00003, saving model to ./model_LSTM/27\01-0.0000.hdf5
2009/2009 [==============================] - 11s 5ms/step - loss: 2.6849e-05 - mean_squared_error: 2.6849e-05 - val_loss: 3.6076e-06 - val_mean_squared_error: 3.6076e-06
Epoch 2/500
2005/2009 [============================>.] - ETA: 0s - loss: 2.1720e-05 - mean_squared_error: 2.1720e-05
Epoch 00002: loss improved from 0.00003 to 0.00002, saving model to ./model_LSTM/27\02-0.0000.hdf5
2009/2009 [==============================] - 10s 5ms/step - loss: 2.1686e-05 - mean_squared_error: 2.1686e-05 - val_loss: 4.5290e-06 - val_mean_squared_error: 4.5290e-06
Epoch 3/500
2000/2009 [============================>.] - ETA: 0s - loss: 2.1451e-05 - mean_squared_error: 2.1451e-05
Epoch 00003: loss improved from 0.00002 to 0.00002, saving model to ./model_LSTM/27\03-0.0000.hdf5
2009/2009 [==============================] - 10s 5ms/step - loss: 2.1532e-05 - mean_squared_error: 2.1532e-05 - val_loss: 4.8350e-06 - val_mean_squared_error: 4.8350e-06
Epoch 4/500
2003/2009 [============================>.] - ETA: 0s - loss: 2.0595e-05 - mean_squared_error: 2.0595e-05
Epoch 00004: loss improved from 0.00002 to 0.00002, saving model to ./model_LSTM/27\04-0.0000.hdf5
2009/2009 [==============================] - 10s 5ms/step - loss: 2.0566e-05 - mean_squared_error: 2.0566e-05 - val_loss: 3.2690e-06 - val_mean_squared_error: 3.2690e-06
Epoch 5/500
2006/2009 [============================>.] - ETA: 0s - loss: 2.1129e-05 - mean_squared_error: 2.1129e-05
Epoch 00005: loss did not improve from 0.00002
2009/2009 [==============================] - 11s 5ms/step - loss: 2.1238e-05 - mean_squared_error: 2.1238e-05 - val_loss: 2.8613e-06 - val_mean_squared_error: 2.8613e-06
Epoch 6/500
2001/2009 [============================>.] - ETA: 0s - loss: 2.0752e-05 - mean_squared_error: 2.0752e-05
Epoch 00006: loss did not improve from 0.00002
2009/2009 [==============================] - 10s 5ms/step - loss: 2.0714e-05 - mean_squared_error: 2.0714e-05 - val_loss: 5.5969e-06 - val_mean_squared_error: 5.5969e-06
Epoch 7/500
1999/2009 [============================>.] - ETA: 0s - loss: 2.0178e-05 - mean_squared_error: 2.0178e-05
Epoch 00007: loss improved from 0.00002 to 0.00002, saving model to ./model_LSTM/27\07-0.0000.hdf5
2009/2009 [==============================] - 10s 5ms/step - loss: 2.0148e-05 - mean_squared_error: 2.0148e-05 - val_loss: 3.3865e-06 - val_mean_squared_error: 3.3865e-06
Epoch 8/500
2007/2009 [============================>.] - ETA: 0s - loss: 1.9957e-05 - mean_squared_error: 1.9957e-05
Epoch 00008: loss improved from 0.00002 to 0.00002, saving model to ./model_LSTM/27\08-0.0000.hdf5
2009/2009 [==============================] - 11s 5ms/step - loss: 1.9941e-05 - mean_squared_error: 1.9941e-05 - val_loss: 2.6883e-06 - val_mean_squared_error: 2.6883e-06
Epoch 9/500
2001/2009 [============================>.] - ETA: 0s - loss: 1.9566e-05 - mean_squared_error: 1.9566e-05
Epoch 00009: loss improved from 0.00002 to 0.00002, saving model to ./model_LSTM/27\09-0.0000.hdf5
2009/2009 [==============================] - 11s 6ms/step - loss: 1.9528e-05 - mean_squared_error: 1.9528e-05 - val_loss: 3.5265e-06 - val_mean_squared_error: 3.5265e-06
Epoch 10/500
2001/2009 [============================>.] - ETA: 0s - loss: 1.9685e-05 - mean_squared_error: 1.9685e-05
Epoch 00010: loss did not improve from 0.00002
2009/2009 [==============================] - 12s 6ms/step - loss: 1.9634e-05 - mean_squared_error: 1.9634e-05 - val_loss: 2.7987e-06 - val_mean_squared_error: 2.7987e-06
Epoch 11/500
2006/2009 [============================>.] - ETA: 0s - loss: 1.9573e-05 - mean_squared_error: 1.9573e-05
Epoch 00011: loss did not improve from 0.00002
2009/2009 [==============================] - 13s 6ms/step - loss: 1.9556e-05 - mean_squared_error: 1.9556e-05 - val_loss: 3.1638e-06 - val_mean_squared_error: 3.1638e-06
Epoch 12/500
2009/2009 [==============================] - ETA: 0s - loss: 1.9718e-05 - mean_squared_error: 1.9718e-05
Epoch 00012: loss did not improve from 0.00002
2009/2009 [==============================] - 12s 6ms/step - loss: 1.9718e-05 - mean_squared_error: 1.9718e-05 - val_loss: 4.1975e-06 - val_mean_squared_error: 4.1975e-06
Epoch 13/500
2005/2009 [============================>.] - ETA: 0s - loss: 1.9023e-05 - mean_squared_error: 1.9023e-05
Epoch 00013: loss improved from 0.00002 to 0.00002, saving model to ./model_LSTM/27\13-0.0000.hdf5
2009/2009 [==============================] - 11s 5ms/step - loss: 1.8991e-05 - mean_squared_error: 1.8991e-05 - val_loss: 2.8332e-06 - val_mean_squared_error: 2.8332e-06
Epoch 14/500
2001/2009 [============================>.] - ETA: 0s - loss: 1.9863e-05 - mean_squared_error: 1.9863e-05
Epoch 00014: loss did not improve from 0.00002
2009/2009 [==============================] - 10s 5ms/step - loss: 1.9836e-05 - mean_squared_error: 1.9836e-05 - val_loss: 2.7828e-06 - val_mean_squared_error: 2.7828e-06
Epoch 15/500
1997/2009 [============================>.] - ETA: 0s - loss: 1.8966e-05 - mean_squared_error: 1.8966e-05
Epoch 00015: loss improved from 0.00002 to 0.00002, saving model to ./model_LSTM/27\15-0.0000.hdf5
2009/2009 [==============================] - 9s 5ms/step - loss: 1.8925e-05 - mean_squared_error: 1.8925e-05 - val_loss: 2.7951e-06 - val_mean_squared_error: 2.7951e-06
Epoch 16/500
2009/2009 [==============================] - ETA: 0s - loss: 1.8990e-05 - mean_squared_error: 1.8990e-05
Epoch 00016: loss did not improve from 0.00002
2009/2009 [==============================] - 10s 5ms/step - loss: 1.8990e-05 - mean_squared_error: 1.8990e-05 - val_loss: 2.8782e-06 - val_mean_squared_error: 2.8782e-06
Epoch 17/500
2002/2009 [============================>.] - ETA: 0s - loss: 1.9013e-05 - mean_squared_error: 1.9013e-05
Epoch 00017: loss did not improve from 0.00002
2009/2009 [==============================] - 10s 5ms/step - loss: 1.8981e-05 - mean_squared_error: 1.8981e-05 - val_loss: 3.0080e-06 - val_mean_squared_error: 3.0080e-06
Epoch 18/500
2008/2009 [============================>.] - ETA: 0s - loss: 1.9054e-05 - mean_squared_error: 1.9054e-05
Epoch 00018: loss did not improve from 0.00002
2009/2009 [==============================] - 10s 5ms/step - loss: 1.9102e-05 - mean_squared_error: 1.9102e-05 - val_loss: 6.6999e-06 - val_mean_squared_error: 6.6999e-06
Epoch 19/500
2007/2009 [============================>.] - ETA: 0s - loss: 1.8400e-05 - mean_squared_error: 1.8400e-05
Epoch 00019: loss improved from 0.00002 to 0.00002, saving model to ./model_LSTM/27\19-0.0000.hdf5
2009/2009 [==============================] - 10s 5ms/step - loss: 1.8402e-05 - mean_squared_error: 1.8402e-05 - val_loss: 3.4522e-06 - val_mean_squared_error: 3.4522e-06
Epoch 20/500
1998/2009 [============================>.] - ETA: 0s - loss: 1.8488e-05 - mean_squared_error: 1.8488e-05
Epoch 00020: loss did not improve from 0.00002
2009/2009 [==============================] - 10s 5ms/step - loss: 1.8597e-05 - mean_squared_error: 1.8597e-05 - val_loss: 4.0154e-06 - val_mean_squared_error: 4.0154e-06
Epoch 21/500
1999/2009 [============================>.] - ETA: 0s - loss: 1.8323e-05 - mean_squared_error: 1.8323e-05
Epoch 00021: loss improved from 0.00002 to 0.00002, saving model to ./model_LSTM/27\21-0.0000.hdf5
2009/2009 [==============================] - 10s 5ms/step - loss: 1.8382e-05 - mean_squared_error: 1.8382e-05 - val_loss: 3.4697e-06 - val_mean_squared_error: 3.4697e-06
Epoch 22/500
2003/2009 [============================>.] - ETA: 0s - loss: 1.8229e-05 - mean_squared_error: 1.8229e-05
Epoch 00022: loss improved from 0.00002 to 0.00002, saving model to ./model_LSTM/27\22-0.0000.hdf5
2009/2009 [==============================] - 11s 5ms/step - loss: 1.8198e-05 - mean_squared_error: 1.8198e-05 - val_loss: 2.8845e-06 - val_mean_squared_error: 2.8845e-06
Epoch 23/500
2004/2009 [============================>.] - ETA: 0s - loss: 1.8974e-05 - mean_squared_error: 1.8974e-05
Epoch 00023: loss did not improve from 0.00002
2009/2009 [==============================] - 11s 6ms/step - loss: 1.8950e-05 - mean_squared_error: 1.8950e-05 - val_loss: 3.5423e-06 - val_mean_squared_error: 3.5423e-06
Epoch 24/500
2002/2009 [============================>.] - ETA: 0s - loss: 1.7843e-05 - mean_squared_error: 1.7843e-05
Epoch 00024: loss improved from 0.00002 to 0.00002, saving model to ./model_LSTM/27\24-0.0000.hdf5
2009/2009 [==============================] - 12s 6ms/step - loss: 1.7813e-05 - mean_squared_error: 1.7813e-05 - val_loss: 3.0659e-06 - val_mean_squared_error: 3.0659e-06
Epoch 25/500
2001/2009 [============================>.] - ETA: 0s - loss: 1.8032e-05 - mean_squared_error: 1.8032e-05
Epoch 00025: loss did not improve from 0.00002
2009/2009 [==============================] - 13s 6ms/step - loss: 1.8058e-05 - mean_squared_error: 1.8058e-05 - val_loss: 3.2789e-06 - val_mean_squared_error: 3.2789e-06
Epoch 26/500
2005/2009 [============================>.] - ETA: 0s - loss: 1.7970e-05 - mean_squared_error: 1.7970e-05
Epoch 00026: loss did not improve from 0.00002
2009/2009 [==============================] - 11s 6ms/step - loss: 1.7941e-05 - mean_squared_error: 1.7941e-05 - val_loss: 2.7931e-06 - val_mean_squared_error: 2.7931e-06
Epoch 27/500
2004/2009 [============================>.] - ETA: 0s - loss: 1.8168e-05 - mean_squared_error: 1.8168e-05
Epoch 00027: loss did not improve from 0.00002
2009/2009 [==============================] - 11s 5ms/step - loss: 1.8130e-05 - mean_squared_error: 1.8130e-05 - val_loss: 2.9653e-06 - val_mean_squared_error: 2.9653e-06
Epoch 28/500
2005/2009 [============================>.] - ETA: 0s - loss: 1.7936e-05 - mean_squared_error: 1.7936e-05
Epoch 00028: loss did not improve from 0.00002
2009/2009 [==============================] - 10s 5ms/step - loss: 1.7961e-05 - mean_squared_error: 1.7961e-05 - val_loss: 6.1287e-06 - val_mean_squared_error: 6.1287e-06
Epoch 29/500
2006/2009 [============================>.] - ETA: 0s - loss: 1.7895e-05 - mean_squared_error: 1.7895e-05
Epoch 00029: loss did not improve from 0.00002
2009/2009 [==============================] - 9s 5ms/step - loss: 1.7891e-05 - mean_squared_error: 1.7891e-05 - val_loss: 2.9903e-06 - val_mean_squared_error: 2.9903e-06
Epoch 00029: early stopping
Epoch 1/500
2233/2239 [============================>.] - ETA: 0s - loss: 9.5913e-06 - mean_squared_error: 9.5913e-06
Epoch 00001: loss improved from inf to 0.00001, saving model to ./model_LSTM/28\01-0.0000.hdf5
2239/2239 [==============================] - 11s 5ms/step - loss: 9.5853e-06 - mean_squared_error: 9.5853e-06 - val_loss: 3.1624e-06 - val_mean_squared_error: 3.1624e-06
Epoch 2/500
2237/2239 [============================>.] - ETA: 0s - loss: 1.0209e-05 - mean_squared_error: 1.0209e-05
Epoch 00002: loss did not improve from 0.00001
2239/2239 [==============================] - 11s 5ms/step - loss: 1.0206e-05 - mean_squared_error: 1.0206e-05 - val_loss: 4.4479e-06 - val_mean_squared_error: 4.4479e-06
Epoch 3/500
2235/2239 [============================>.] - ETA: 0s - loss: 8.0181e-06 - mean_squared_error: 8.0181e-06
Epoch 00003: loss improved from 0.00001 to 0.00001, saving model to ./model_LSTM/28\03-0.0000.hdf5
2239/2239 [==============================] - 11s 5ms/step - loss: 8.0218e-06 - mean_squared_error: 8.0218e-06 - val_loss: 6.3179e-06 - val_mean_squared_error: 6.3179e-06
Epoch 4/500
2239/2239 [==============================] - ETA: 0s - loss: 8.0591e-06 - mean_squared_error: 8.0591e-06
Epoch 00004: loss did not improve from 0.00001
2239/2239 [==============================] - 11s 5ms/step - loss: 8.0591e-06 - mean_squared_error: 8.0591e-06 - val_loss: 3.1688e-06 - val_mean_squared_error: 3.1688e-06
Epoch 5/500
2231/2239 [============================>.] - ETA: 0s - loss: 7.9930e-06 - mean_squared_error: 7.9930e-06
Epoch 00005: loss improved from 0.00001 to 0.00001, saving model to ./model_LSTM/28\05-0.0000.hdf5
2239/2239 [==============================] - 14s 6ms/step - loss: 7.9762e-06 - mean_squared_error: 7.9762e-06 - val_loss: 2.5672e-06 - val_mean_squared_error: 2.5672e-06
Epoch 6/500
2235/2239 [============================>.] - ETA: 0s - loss: 7.7241e-06 - mean_squared_error: 7.7241e-06
Epoch 00006: loss improved from 0.00001 to 0.00001, saving model to ./model_LSTM/28\06-0.0000.hdf5
2239/2239 [==============================] - 12s 6ms/step - loss: 7.7159e-06 - mean_squared_error: 7.7159e-06 - val_loss: 2.8110e-06 - val_mean_squared_error: 2.8110e-06
Epoch 7/500
2234/2239 [============================>.] - ETA: 0s - loss: 7.7916e-06 - mean_squared_error: 7.7916e-06
Epoch 00007: loss did not improve from 0.00001
2239/2239 [==============================] - 13s 6ms/step - loss: 7.7784e-06 - mean_squared_error: 7.7784e-06 - val_loss: 2.4496e-06 - val_mean_squared_error: 2.4496e-06
Epoch 8/500
2234/2239 [============================>.] - ETA: 0s - loss: 7.8552e-06 - mean_squared_error: 7.8552e-06
Epoch 00008: loss did not improve from 0.00001
2239/2239 [==============================] - 16s 7ms/step - loss: 7.8446e-06 - mean_squared_error: 7.8446e-06 - val_loss: 2.6699e-06 - val_mean_squared_error: 2.6699e-06
Epoch 9/500
2230/2239 [============================>.] - ETA: 0s - loss: 7.8310e-06 - mean_squared_error: 7.8310e-06
Epoch 00009: loss did not improve from 0.00001
2239/2239 [==============================] - 15s 6ms/step - loss: 7.8119e-06 - mean_squared_error: 7.8119e-06 - val_loss: 2.4760e-06 - val_mean_squared_error: 2.4760e-06
Epoch 10/500
2231/2239 [============================>.] - ETA: 0s - loss: 7.6230e-06 - mean_squared_error: 7.6230e-06
Epoch 00010: loss improved from 0.00001 to 0.00001, saving model to ./model_LSTM/28\10-0.0000.hdf5
2239/2239 [==============================] - 12s 5ms/step - loss: 7.6100e-06 - mean_squared_error: 7.6100e-06 - val_loss: 3.2491e-06 - val_mean_squared_error: 3.2491e-06
Epoch 11/500
2232/2239 [============================>.] - ETA: 0s - loss: 7.6029e-06 - mean_squared_error: 7.6029e-06
Epoch 00011: loss did not improve from 0.00001
2239/2239 [==============================] - 11s 5ms/step - loss: 7.6174e-06 - mean_squared_error: 7.6174e-06 - val_loss: 4.5854e-06 - val_mean_squared_error: 4.5854e-06
Epoch 12/500
2239/2239 [==============================] - ETA: 0s - loss: 7.8085e-06 - mean_squared_error: 7.8085e-06
Epoch 00012: loss did not improve from 0.00001
2239/2239 [==============================] - 11s 5ms/step - loss: 7.8085e-06 - mean_squared_error: 7.8085e-06 - val_loss: 2.5793e-06 - val_mean_squared_error: 2.5793e-06
Epoch 13/500
2229/2239 [============================>.] - ETA: 0s - loss: 7.4705e-06 - mean_squared_error: 7.4705e-06
Epoch 00013: loss improved from 0.00001 to 0.00001, saving model to ./model_LSTM/28\13-0.0000.hdf5
2239/2239 [==============================] - 11s 5ms/step - loss: 7.4495e-06 - mean_squared_error: 7.4495e-06 - val_loss: 2.7707e-06 - val_mean_squared_error: 2.7707e-06
Epoch 14/500
2238/2239 [============================>.] - ETA: 0s - loss: 7.7023e-06 - mean_squared_error: 7.7023e-06
Epoch 00014: loss did not improve from 0.00001
2239/2239 [==============================] - 11s 5ms/step - loss: 7.6994e-06 - mean_squared_error: 7.6994e-06 - val_loss: 2.6090e-06 - val_mean_squared_error: 2.6090e-06
Epoch 15/500
2238/2239 [============================>.] - ETA: 0s - loss: 7.5496e-06 - mean_squared_error: 7.5496e-06
Epoch 00015: loss did not improve from 0.00001
2239/2239 [==============================] - 11s 5ms/step - loss: 7.5479e-06 - mean_squared_error: 7.5479e-06 - val_loss: 2.5442e-06 - val_mean_squared_error: 2.5442e-06
Epoch 16/500
2233/2239 [============================>.] - ETA: 0s - loss: 7.8179e-06 - mean_squared_error: 7.8179e-06
Epoch 00016: loss did not improve from 0.00001
2239/2239 [==============================] - 11s 5ms/step - loss: 7.8260e-06 - mean_squared_error: 7.8260e-06 - val_loss: 2.4254e-06 - val_mean_squared_error: 2.4254e-06
Epoch 17/500
2235/2239 [============================>.] - ETA: 0s - loss: 7.4258e-06 - mean_squared_error: 7.4258e-06
Epoch 00017: loss improved from 0.00001 to 0.00001, saving model to ./model_LSTM/28\17-0.0000.hdf5
2239/2239 [==============================] - 12s 5ms/step - loss: 7.4152e-06 - mean_squared_error: 7.4152e-06 - val_loss: 2.6178e-06 - val_mean_squared_error: 2.6178e-06
Epoch 18/500
2234/2239 [============================>.] - ETA: 0s - loss: 7.4242e-06 - mean_squared_error: 7.4242e-06
Epoch 00018: loss improved from 0.00001 to 0.00001, saving model to ./model_LSTM/28\18-0.0000.hdf5
2239/2239 [==============================] - 12s 5ms/step - loss: 7.4135e-06 - mean_squared_error: 7.4135e-06 - val_loss: 2.6407e-06 - val_mean_squared_error: 2.6407e-06
Epoch 19/500
2237/2239 [============================>.] - ETA: 0s - loss: 7.4160e-06 - mean_squared_error: 7.4160e-06
Epoch 00019: loss improved from 0.00001 to 0.00001, saving model to ./model_LSTM/28\19-0.0000.hdf5
2239/2239 [==============================] - 13s 6ms/step - loss: 7.4129e-06 - mean_squared_error: 7.4129e-06 - val_loss: 6.6264e-06 - val_mean_squared_error: 6.6264e-06
Epoch 20/500
2236/2239 [============================>.] - ETA: 0s - loss: 8.1912e-06 - mean_squared_error: 8.1912e-06
Epoch 00020: loss did not improve from 0.00001
2239/2239 [==============================] - 13s 6ms/step - loss: 8.1821e-06 - mean_squared_error: 8.1821e-06 - val_loss: 2.7031e-06 - val_mean_squared_error: 2.7031e-06
Epoch 21/500
2237/2239 [============================>.] - ETA: 0s - loss: 7.4765e-06 - mean_squared_error: 7.4765e-06
Epoch 00021: loss did not improve from 0.00001
2239/2239 [==============================] - 14s 6ms/step - loss: 7.4725e-06 - mean_squared_error: 7.4725e-06 - val_loss: 2.5957e-06 - val_mean_squared_error: 2.5957e-06
Epoch 22/500
2238/2239 [============================>.] - ETA: 0s - loss: 7.0870e-06 - mean_squared_error: 7.0870e-06
Epoch 00022: loss improved from 0.00001 to 0.00001, saving model to ./model_LSTM/28\22-0.0000.hdf5
2239/2239 [==============================] - 13s 6ms/step - loss: 7.1001e-06 - mean_squared_error: 7.1001e-06 - val_loss: 4.2075e-06 - val_mean_squared_error: 4.2075e-06
Epoch 23/500
2233/2239 [============================>.] - ETA: 0s - loss: 7.5759e-06 - mean_squared_error: 7.5759e-06
Epoch 00023: loss did not improve from 0.00001
2239/2239 [==============================] - 12s 5ms/step - loss: 7.5849e-06 - mean_squared_error: 7.5849e-06 - val_loss: 9.3289e-06 - val_mean_squared_error: 9.3289e-06
Epoch 24/500
2229/2239 [============================>.] - ETA: 0s - loss: 7.1866e-06 - mean_squared_error: 7.1866e-06
Epoch 00024: loss did not improve from 0.00001
2239/2239 [==============================] - 11s 5ms/step - loss: 7.2146e-06 - mean_squared_error: 7.2146e-06 - val_loss: 2.7223e-06 - val_mean_squared_error: 2.7223e-06
Epoch 25/500
2233/2239 [============================>.] - ETA: 0s - loss: 7.3558e-06 - mean_squared_error: 7.3558e-06
Epoch 00025: loss did not improve from 0.00001
2239/2239 [==============================] - 10s 5ms/step - loss: 7.3506e-06 - mean_squared_error: 7.3506e-06 - val_loss: 4.9002e-06 - val_mean_squared_error: 4.9002e-06
Epoch 26/500
2239/2239 [==============================] - ETA: 0s - loss: 7.2572e-06 - mean_squared_error: 7.2572e-06
Epoch 00026: loss did not improve from 0.00001
2239/2239 [==============================] - 11s 5ms/step - loss: 7.2572e-06 - mean_squared_error: 7.2572e-06 - val_loss: 3.3929e-06 - val_mean_squared_error: 3.3929e-06
Epoch 27/500
2234/2239 [============================>.] - ETA: 0s - loss: 7.1923e-06 - mean_squared_error: 7.1923e-06
Epoch 00027: loss did not improve from 0.00001
2239/2239 [==============================] - 11s 5ms/step - loss: 7.1880e-06 - mean_squared_error: 7.1880e-06 - val_loss: 2.5892e-06 - val_mean_squared_error: 2.5892e-06
Epoch 00027: early stopping
Epoch 1/500
2169/2172 [============================>.] - ETA: 0s - loss: 4.8643e-05 - mean_squared_error: 4.8643e-05
Epoch 00001: loss improved from inf to 0.00005, saving model to ./model_LSTM/29\01-0.0000.hdf5
2172/2172 [==============================] - 12s 5ms/step - loss: 4.8622e-05 - mean_squared_error: 4.8622e-05 - val_loss: 4.0205e-05 - val_mean_squared_error: 4.0205e-05
Epoch 2/500
2163/2172 [============================>.] - ETA: 0s - loss: 4.5077e-05 - mean_squared_error: 4.5077e-05
Epoch 00002: loss improved from 0.00005 to 0.00005, saving model to ./model_LSTM/29\02-0.0000.hdf5
2172/2172 [==============================] - 11s 5ms/step - loss: 4.5070e-05 - mean_squared_error: 4.5070e-05 - val_loss: 3.0820e-05 - val_mean_squared_error: 3.0820e-05
Epoch 3/500
2167/2172 [============================>.] - ETA: 0s - loss: 4.3362e-05 - mean_squared_error: 4.3362e-05
Epoch 00003: loss improved from 0.00005 to 0.00004, saving model to ./model_LSTM/29\03-0.0000.hdf5
2172/2172 [==============================] - 11s 5ms/step - loss: 4.3385e-05 - mean_squared_error: 4.3385e-05 - val_loss: 3.6612e-05 - val_mean_squared_error: 3.6612e-05
Epoch 4/500
2172/2172 [==============================] - ETA: 0s - loss: 4.3067e-05 - mean_squared_error: 4.3067e-05
Epoch 00004: loss improved from 0.00004 to 0.00004, saving model to ./model_LSTM/29\04-0.0000.hdf5
2172/2172 [==============================] - 12s 5ms/step - loss: 4.3067e-05 - mean_squared_error: 4.3067e-05 - val_loss: 2.8683e-05 - val_mean_squared_error: 2.8683e-05
Epoch 5/500
2171/2172 [============================>.] - ETA: 0s - loss: 4.2121e-05 - mean_squared_error: 4.2121e-05
Epoch 00005: loss improved from 0.00004 to 0.00004, saving model to ./model_LSTM/29\05-0.0000.hdf5
2172/2172 [==============================] - 14s 6ms/step - loss: 4.2124e-05 - mean_squared_error: 4.2124e-05 - val_loss: 2.8097e-05 - val_mean_squared_error: 2.8097e-05
Epoch 6/500
2169/2172 [============================>.] - ETA: 0s - loss: 4.2139e-05 - mean_squared_error: 4.2139e-05
Epoch 00006: loss did not improve from 0.00004
2172/2172 [==============================] - 14s 6ms/step - loss: 4.2132e-05 - mean_squared_error: 4.2132e-05 - val_loss: 2.9374e-05 - val_mean_squared_error: 2.9374e-05
Epoch 7/500
2172/2172 [==============================] - ETA: 0s - loss: 4.1683e-05 - mean_squared_error: 4.1683e-05
Epoch 00007: loss improved from 0.00004 to 0.00004, saving model to ./model_LSTM/29\07-0.0000.hdf5
2172/2172 [==============================] - 14s 6ms/step - loss: 4.1683e-05 - mean_squared_error: 4.1683e-05 - val_loss: 2.9605e-05 - val_mean_squared_error: 2.9605e-05
Epoch 8/500
2167/2172 [============================>.] - ETA: 0s - loss: 4.1871e-05 - mean_squared_error: 4.1871e-05
Epoch 00008: loss did not improve from 0.00004
2172/2172 [==============================] - 12s 6ms/step - loss: 4.1856e-05 - mean_squared_error: 4.1856e-05 - val_loss: 2.8723e-05 - val_mean_squared_error: 2.8723e-05
Epoch 9/500
2167/2172 [============================>.] - ETA: 0s - loss: 4.1947e-05 - mean_squared_error: 4.1947e-05
Epoch 00009: loss did not improve from 0.00004
2172/2172 [==============================] - 11s 5ms/step - loss: 4.1932e-05 - mean_squared_error: 4.1932e-05 - val_loss: 2.7654e-05 - val_mean_squared_error: 2.7654e-05
Epoch 10/500
2162/2172 [============================>.] - ETA: 0s - loss: 4.1327e-05 - mean_squared_error: 4.1327e-05
Epoch 00010: loss improved from 0.00004 to 0.00004, saving model to ./model_LSTM/29\10-0.0000.hdf5
2172/2172 [==============================] - 10s 5ms/step - loss: 4.1330e-05 - mean_squared_error: 4.1330e-05 - val_loss: 2.7891e-05 - val_mean_squared_error: 2.7891e-05
Epoch 11/500
2170/2172 [============================>.] - ETA: 0s - loss: 4.1078e-05 - mean_squared_error: 4.1078e-05
Epoch 00011: loss improved from 0.00004 to 0.00004, saving model to ./model_LSTM/29\11-0.0000.hdf5
2172/2172 [==============================] - 10s 5ms/step - loss: 4.1070e-05 - mean_squared_error: 4.1070e-05 - val_loss: 2.9634e-05 - val_mean_squared_error: 2.9634e-05
Epoch 12/500
2166/2172 [============================>.] - ETA: 0s - loss: 4.1185e-05 - mean_squared_error: 4.1185e-05
Epoch 00012: loss did not improve from 0.00004
2172/2172 [==============================] - 10s 5ms/step - loss: 4.1159e-05 - mean_squared_error: 4.1159e-05 - val_loss: 2.8323e-05 - val_mean_squared_error: 2.8323e-05
Epoch 13/500
2168/2172 [============================>.] - ETA: 0s - loss: 4.0997e-05 - mean_squared_error: 4.0997e-05
Epoch 00013: loss improved from 0.00004 to 0.00004, saving model to ./model_LSTM/29\13-0.0000.hdf5
2172/2172 [==============================] - 11s 5ms/step - loss: 4.0986e-05 - mean_squared_error: 4.0986e-05 - val_loss: 2.7581e-05 - val_mean_squared_error: 2.7581e-05
Epoch 14/500
2171/2172 [============================>.] - ETA: 0s - loss: 4.1133e-05 - mean_squared_error: 4.1133e-05
Epoch 00014: loss did not improve from 0.00004
2172/2172 [==============================] - 11s 5ms/step - loss: 4.1128e-05 - mean_squared_error: 4.1128e-05 - val_loss: 2.7476e-05 - val_mean_squared_error: 2.7476e-05
Epoch 15/500
2171/2172 [============================>.] - ETA: 0s - loss: 4.1306e-05 - mean_squared_error: 4.1306e-05
Epoch 00015: loss did not improve from 0.00004
2172/2172 [==============================] - 11s 5ms/step - loss: 4.1332e-05 - mean_squared_error: 4.1332e-05 - val_loss: 4.7943e-05 - val_mean_squared_error: 4.7943e-05
Epoch 16/500
2171/2172 [============================>.] - ETA: 0s - loss: 4.0995e-05 - mean_squared_error: 4.0995e-05
Epoch 00016: loss did not improve from 0.00004
2172/2172 [==============================] - 11s 5ms/step - loss: 4.0988e-05 - mean_squared_error: 4.0988e-05 - val_loss: 2.6752e-05 - val_mean_squared_error: 2.6752e-05
Epoch 17/500
2167/2172 [============================>.] - ETA: 0s - loss: 4.1018e-05 - mean_squared_error: 4.1018e-05
Epoch 00017: loss did not improve from 0.00004
2172/2172 [==============================] - 12s 5ms/step - loss: 4.0996e-05 - mean_squared_error: 4.0996e-05 - val_loss: 2.7999e-05 - val_mean_squared_error: 2.7999e-05
Epoch 18/500
2166/2172 [============================>.] - ETA: 0s - loss: 4.0385e-05 - mean_squared_error: 4.0385e-05
Epoch 00018: loss improved from 0.00004 to 0.00004, saving model to ./model_LSTM/29\18-0.0000.hdf5
2172/2172 [==============================] - 12s 6ms/step - loss: 4.0343e-05 - mean_squared_error: 4.0343e-05 - val_loss: 2.7379e-05 - val_mean_squared_error: 2.7379e-05
Epoch 19/500
2165/2172 [============================>.] - ETA: 0s - loss: 4.0887e-05 - mean_squared_error: 4.0887e-05
Epoch 00019: loss did not improve from 0.00004
2172/2172 [==============================] - 13s 6ms/step - loss: 4.0891e-05 - mean_squared_error: 4.0891e-05 - val_loss: 2.8527e-05 - val_mean_squared_error: 2.8527e-05
Epoch 20/500
2172/2172 [==============================] - ETA: 0s - loss: 4.0580e-05 - mean_squared_error: 4.0580e-05
Epoch 00020: loss did not improve from 0.00004
2172/2172 [==============================] - 14s 7ms/step - loss: 4.0580e-05 - mean_squared_error: 4.0580e-05 - val_loss: 3.4857e-05 - val_mean_squared_error: 3.4857e-05
Epoch 21/500
2169/2172 [============================>.] - ETA: 0s - loss: 4.0771e-05 - mean_squared_error: 4.0771e-05
Epoch 00021: loss did not improve from 0.00004
2172/2172 [==============================] - 13s 6ms/step - loss: 4.0749e-05 - mean_squared_error: 4.0749e-05 - val_loss: 2.8350e-05 - val_mean_squared_error: 2.8350e-05
Epoch 22/500
2172/2172 [==============================] - ETA: 0s - loss: 4.0707e-05 - mean_squared_error: 4.0707e-05
Epoch 00022: loss did not improve from 0.00004
2172/2172 [==============================] - 12s 5ms/step - loss: 4.0707e-05 - mean_squared_error: 4.0707e-05 - val_loss: 2.7685e-05 - val_mean_squared_error: 2.7685e-05
Epoch 23/500
2165/2172 [============================>.] - ETA: 0s - loss: 4.0811e-05 - mean_squared_error: 4.0811e-05
Epoch 00023: loss did not improve from 0.00004
2172/2172 [==============================] - 11s 5ms/step - loss: 4.0800e-05 - mean_squared_error: 4.0800e-05 - val_loss: 2.8206e-05 - val_mean_squared_error: 2.8206e-05
Epoch 00023: early stopping
Epoch 1/500
1956/1961 [============================>.] - ETA: 0s - loss: 5.8222e-05 - mean_squared_error: 5.8222e-05
Epoch 00001: loss improved from inf to 0.00006, saving model to ./model_LSTM/30\01-0.0000.hdf5
1961/1961 [==============================] - 10s 5ms/step - loss: 5.8116e-05 - mean_squared_error: 5.8116e-05 - val_loss: 2.0776e-05 - val_mean_squared_error: 2.0776e-05
Epoch 2/500
1950/1961 [============================>.] - ETA: 0s - loss: 5.1299e-05 - mean_squared_error: 5.1299e-05
Epoch 00002: loss improved from 0.00006 to 0.00005, saving model to ./model_LSTM/30\02-0.0000.hdf5
1961/1961 [==============================] - 10s 5ms/step - loss: 5.2086e-05 - mean_squared_error: 5.2086e-05 - val_loss: 3.5852e-05 - val_mean_squared_error: 3.5852e-05
Epoch 3/500
1950/1961 [============================>.] - ETA: 0s - loss: 5.1141e-05 - mean_squared_error: 5.1141e-05
Epoch 00003: loss improved from 0.00005 to 0.00005, saving model to ./model_LSTM/30\03-0.0000.hdf5
1961/1961 [==============================] - 10s 5ms/step - loss: 5.1429e-05 - mean_squared_error: 5.1429e-05 - val_loss: 2.0285e-05 - val_mean_squared_error: 2.0285e-05
Epoch 4/500
1956/1961 [============================>.] - ETA: 0s - loss: 5.0518e-05 - mean_squared_error: 5.0518e-05
Epoch 00004: loss improved from 0.00005 to 0.00005, saving model to ./model_LSTM/30\04-0.0000.hdf5
1961/1961 [==============================] - 10s 5ms/step - loss: 5.0475e-05 - mean_squared_error: 5.0475e-05 - val_loss: 2.0454e-05 - val_mean_squared_error: 2.0454e-05
Epoch 5/500
1958/1961 [============================>.] - ETA: 0s - loss: 4.9508e-05 - mean_squared_error: 4.9508e-05
Epoch 00005: loss improved from 0.00005 to 0.00005, saving model to ./model_LSTM/30\05-0.0000.hdf5
1961/1961 [==============================] - 10s 5ms/step - loss: 4.9457e-05 - mean_squared_error: 4.9457e-05 - val_loss: 1.8257e-05 - val_mean_squared_error: 1.8257e-05
Epoch 6/500
1954/1961 [============================>.] - ETA: 0s - loss: 4.8884e-05 - mean_squared_error: 4.8884e-05
Epoch 00006: loss improved from 0.00005 to 0.00005, saving model to ./model_LSTM/30\06-0.0000.hdf5
1961/1961 [==============================] - 10s 5ms/step - loss: 4.8733e-05 - mean_squared_error: 4.8733e-05 - val_loss: 2.0065e-05 - val_mean_squared_error: 2.0065e-05
Epoch 7/500
1957/1961 [============================>.] - ETA: 0s - loss: 4.9115e-05 - mean_squared_error: 4.9115e-05
Epoch 00007: loss did not improve from 0.00005
1961/1961 [==============================] - 11s 5ms/step - loss: 4.9085e-05 - mean_squared_error: 4.9085e-05 - val_loss: 2.2432e-05 - val_mean_squared_error: 2.2432e-05
Epoch 8/500
1953/1961 [============================>.] - ETA: 0s - loss: 4.8397e-05 - mean_squared_error: 4.8397e-05
Epoch 00008: loss improved from 0.00005 to 0.00005, saving model to ./model_LSTM/30\08-0.0000.hdf5
1961/1961 [==============================] - 12s 6ms/step - loss: 4.8227e-05 - mean_squared_error: 4.8227e-05 - val_loss: 1.8034e-05 - val_mean_squared_error: 1.8034e-05
Epoch 9/500
1960/1961 [============================>.] - ETA: 0s - loss: 4.7791e-05 - mean_squared_error: 4.7791e-05
Epoch 00009: loss improved from 0.00005 to 0.00005, saving model to ./model_LSTM/30\09-0.0000.hdf5
1961/1961 [==============================] - 11s 6ms/step - loss: 4.7776e-05 - mean_squared_error: 4.7776e-05 - val_loss: 2.5487e-05 - val_mean_squared_error: 2.5487e-05
Epoch 10/500
1956/1961 [============================>.] - ETA: 0s - loss: 4.7167e-05 - mean_squared_error: 4.7167e-05
Epoch 00010: loss improved from 0.00005 to 0.00005, saving model to ./model_LSTM/30\10-0.0000.hdf5
1961/1961 [==============================] - 12s 6ms/step - loss: 4.7105e-05 - mean_squared_error: 4.7105e-05 - val_loss: 1.8699e-05 - val_mean_squared_error: 1.8699e-05
Epoch 11/500
1959/1961 [============================>.] - ETA: 0s - loss: 4.7590e-05 - mean_squared_error: 4.7590e-05
Epoch 00011: loss did not improve from 0.00005
1961/1961 [==============================] - 13s 7ms/step - loss: 4.7548e-05 - mean_squared_error: 4.7548e-05 - val_loss: 1.7673e-05 - val_mean_squared_error: 1.7673e-05
Epoch 12/500
1954/1961 [============================>.] - ETA: 0s - loss: 4.6027e-05 - mean_squared_error: 4.6027e-05
Epoch 00012: loss improved from 0.00005 to 0.00005, saving model to ./model_LSTM/30\12-0.0000.hdf5
1961/1961 [==============================] - 12s 6ms/step - loss: 4.6593e-05 - mean_squared_error: 4.6593e-05 - val_loss: 2.1094e-05 - val_mean_squared_error: 2.1094e-05
Epoch 13/500
1954/1961 [============================>.] - ETA: 0s - loss: 4.6470e-05 - mean_squared_error: 4.6470e-05
Epoch 00013: loss improved from 0.00005 to 0.00005, saving model to ./model_LSTM/30\13-0.0000.hdf5
1961/1961 [==============================] - 11s 6ms/step - loss: 4.6461e-05 - mean_squared_error: 4.6461e-05 - val_loss: 1.8964e-05 - val_mean_squared_error: 1.8964e-05
Epoch 14/500
1952/1961 [============================>.] - ETA: 0s - loss: 4.5602e-05 - mean_squared_error: 4.5602e-05
Epoch 00014: loss improved from 0.00005 to 0.00005, saving model to ./model_LSTM/30\14-0.0000.hdf5
1961/1961 [==============================] - 10s 5ms/step - loss: 4.6003e-05 - mean_squared_error: 4.6003e-05 - val_loss: 3.8668e-05 - val_mean_squared_error: 3.8668e-05
Epoch 15/500
1950/1961 [============================>.] - ETA: 0s - loss: 4.5725e-05 - mean_squared_error: 4.5725e-05
Epoch 00015: loss improved from 0.00005 to 0.00005, saving model to ./model_LSTM/30\15-0.0000.hdf5
1961/1961 [==============================] - 10s 5ms/step - loss: 4.5501e-05 - mean_squared_error: 4.5501e-05 - val_loss: 1.8370e-05 - val_mean_squared_error: 1.8370e-05
Epoch 16/500
1955/1961 [============================>.] - ETA: 0s - loss: 4.5088e-05 - mean_squared_error: 4.5088e-05
Epoch 00016: loss improved from 0.00005 to 0.00005, saving model to ./model_LSTM/30\16-0.0000.hdf5
1961/1961 [==============================] - 10s 5ms/step - loss: 4.5017e-05 - mean_squared_error: 4.5017e-05 - val_loss: 2.6297e-05 - val_mean_squared_error: 2.6297e-05
Epoch 17/500
1957/1961 [============================>.] - ETA: 0s - loss: 4.5115e-05 - mean_squared_error: 4.5115e-05
Epoch 00017: loss did not improve from 0.00005
1961/1961 [==============================] - 10s 5ms/step - loss: 4.5033e-05 - mean_squared_error: 4.5033e-05 - val_loss: 1.8902e-05 - val_mean_squared_error: 1.8902e-05
Epoch 18/500
1950/1961 [============================>.] - ETA: 0s - loss: 4.5190e-05 - mean_squared_error: 4.5190e-05
Epoch 00018: loss did not improve from 0.00005
1961/1961 [==============================] - 10s 5ms/step - loss: 4.5107e-05 - mean_squared_error: 4.5107e-05 - val_loss: 1.8352e-05 - val_mean_squared_error: 1.8352e-05
Epoch 19/500
1960/1961 [============================>.] - ETA: 0s - loss: 4.4964e-05 - mean_squared_error: 4.4964e-05
Epoch 00019: loss improved from 0.00005 to 0.00004, saving model to ./model_LSTM/30\19-0.0000.hdf5
1961/1961 [==============================] - 10s 5ms/step - loss: 4.4946e-05 - mean_squared_error: 4.4946e-05 - val_loss: 1.8527e-05 - val_mean_squared_error: 1.8527e-05
Epoch 20/500
1952/1961 [============================>.] - ETA: 0s - loss: 4.5075e-05 - mean_squared_error: 4.5075e-05
Epoch 00020: loss did not improve from 0.00004
1961/1961 [==============================] - 10s 5ms/step - loss: 4.4947e-05 - mean_squared_error: 4.4947e-05 - val_loss: 1.9260e-05 - val_mean_squared_error: 1.9260e-05
Epoch 21/500
1951/1961 [============================>.] - ETA: 0s - loss: 4.5278e-05 - mean_squared_error: 4.5278e-05
Epoch 00021: loss did not improve from 0.00004
1961/1961 [==============================] - 11s 6ms/step - loss: 4.5253e-05 - mean_squared_error: 4.5253e-05 - val_loss: 1.8284e-05 - val_mean_squared_error: 1.8284e-05
Epoch 22/500
1958/1961 [============================>.] - ETA: 0s - loss: 4.4286e-05 - mean_squared_error: 4.4286e-05
Epoch 00022: loss improved from 0.00004 to 0.00004, saving model to ./model_LSTM/30\22-0.0000.hdf5
1961/1961 [==============================] - 12s 6ms/step - loss: 4.4285e-05 - mean_squared_error: 4.4285e-05 - val_loss: 1.9005e-05 - val_mean_squared_error: 1.9005e-05
Epoch 23/500
1961/1961 [==============================] - ETA: 0s - loss: 4.4421e-05 - mean_squared_error: 4.4421e-05
Epoch 00023: loss did not improve from 0.00004
1961/1961 [==============================] - 12s 6ms/step - loss: 4.4421e-05 - mean_squared_error: 4.4421e-05 - val_loss: 1.8257e-05 - val_mean_squared_error: 1.8257e-05
Epoch 24/500
1958/1961 [============================>.] - ETA: 0s - loss: 4.4792e-05 - mean_squared_error: 4.4792e-05
Epoch 00024: loss did not improve from 0.00004
1961/1961 [==============================] - 14s 7ms/step - loss: 4.4762e-05 - mean_squared_error: 4.4762e-05 - val_loss: 1.8198e-05 - val_mean_squared_error: 1.8198e-05
Epoch 25/500
1958/1961 [============================>.] - ETA: 0s - loss: 4.4403e-05 - mean_squared_error: 4.4403e-05
Epoch 00025: loss did not improve from 0.00004
1961/1961 [==============================] - 13s 6ms/step - loss: 4.4347e-05 - mean_squared_error: 4.4347e-05 - val_loss: 1.9039e-05 - val_mean_squared_error: 1.9039e-05
Epoch 26/500
1957/1961 [============================>.] - ETA: 0s - loss: 4.4512e-05 - mean_squared_error: 4.4512e-05
Epoch 00026: loss did not improve from 0.00004
1961/1961 [==============================] - 11s 6ms/step - loss: 4.4551e-05 - mean_squared_error: 4.4551e-05 - val_loss: 1.9351e-05 - val_mean_squared_error: 1.9351e-05
Epoch 27/500
1952/1961 [============================>.] - ETA: 0s - loss: 4.3812e-05 - mean_squared_error: 4.3812e-05
Epoch 00027: loss improved from 0.00004 to 0.00004, saving model to ./model_LSTM/30\27-0.0000.hdf5
1961/1961 [==============================] - 10s 5ms/step - loss: 4.3810e-05 - mean_squared_error: 4.3810e-05 - val_loss: 1.8270e-05 - val_mean_squared_error: 1.8270e-05
Epoch 28/500
1956/1961 [============================>.] - ETA: 0s - loss: 4.3937e-05 - mean_squared_error: 4.3937e-05
Epoch 00028: loss did not improve from 0.00004
1961/1961 [==============================] - 9s 5ms/step - loss: 4.3863e-05 - mean_squared_error: 4.3863e-05 - val_loss: 1.8339e-05 - val_mean_squared_error: 1.8339e-05
Epoch 29/500
1953/1961 [============================>.] - ETA: 0s - loss: 4.3501e-05 - mean_squared_error: 4.3501e-05
Epoch 00029: loss did not improve from 0.00004
1961/1961 [==============================] - 9s 5ms/step - loss: 4.4057e-05 - mean_squared_error: 4.4057e-05 - val_loss: 2.9147e-05 - val_mean_squared_error: 2.9147e-05
Epoch 30/500
1955/1961 [============================>.] - ETA: 0s - loss: 4.3657e-05 - mean_squared_error: 4.3657e-05
Epoch 00030: loss improved from 0.00004 to 0.00004, saving model to ./model_LSTM/30\30-0.0000.hdf5
1961/1961 [==============================] - 10s 5ms/step - loss: 4.3688e-05 - mean_squared_error: 4.3688e-05 - val_loss: 2.4300e-05 - val_mean_squared_error: 2.4300e-05
Epoch 31/500
1957/1961 [============================>.] - ETA: 0s - loss: 4.3659e-05 - mean_squared_error: 4.3659e-05
Epoch 00031: loss improved from 0.00004 to 0.00004, saving model to ./model_LSTM/30\31-0.0000.hdf5
1961/1961 [==============================] - 10s 5ms/step - loss: 4.3594e-05 - mean_squared_error: 4.3594e-05 - val_loss: 1.8784e-05 - val_mean_squared_error: 1.8784e-05
Epoch 32/500
1961/1961 [==============================] - ETA: 0s - loss: 4.3737e-05 - mean_squared_error: 4.3737e-05
Epoch 00032: loss did not improve from 0.00004
1961/1961 [==============================] - 12s 6ms/step - loss: 4.3737e-05 - mean_squared_error: 4.3737e-05 - val_loss: 2.1690e-05 - val_mean_squared_error: 2.1690e-05
Epoch 33/500
1955/1961 [============================>.] - ETA: 0s - loss: 4.3300e-05 - mean_squared_error: 4.3300e-05
Epoch 00033: loss improved from 0.00004 to 0.00004, saving model to ./model_LSTM/30\33-0.0000.hdf5
1961/1961 [==============================] - 13s 7ms/step - loss: 4.3175e-05 - mean_squared_error: 4.3175e-05 - val_loss: 1.7787e-05 - val_mean_squared_error: 1.7787e-05
Epoch 34/500
1954/1961 [============================>.] - ETA: 0s - loss: 4.3516e-05 - mean_squared_error: 4.3516e-05
Epoch 00034: loss did not improve from 0.00004
1961/1961 [==============================] - 11s 6ms/step - loss: 4.3423e-05 - mean_squared_error: 4.3423e-05 - val_loss: 1.9344e-05 - val_mean_squared_error: 1.9344e-05
Epoch 35/500
1960/1961 [============================>.] - ETA: 0s - loss: 4.2934e-05 - mean_squared_error: 4.2934e-05
Epoch 00035: loss improved from 0.00004 to 0.00004, saving model to ./model_LSTM/30\35-0.0000.hdf5
1961/1961 [==============================] - 11s 6ms/step - loss: 4.2917e-05 - mean_squared_error: 4.2917e-05 - val_loss: 1.9345e-05 - val_mean_squared_error: 1.9345e-05
Epoch 36/500
1954/1961 [============================>.] - ETA: 0s - loss: 4.3441e-05 - mean_squared_error: 4.3441e-05
Epoch 00036: loss did not improve from 0.00004
1961/1961 [==============================] - 12s 6ms/step - loss: 4.3303e-05 - mean_squared_error: 4.3303e-05 - val_loss: 1.8602e-05 - val_mean_squared_error: 1.8602e-05
Epoch 37/500
1959/1961 [============================>.] - ETA: 0s - loss: 4.3340e-05 - mean_squared_error: 4.3340e-05
Epoch 00037: loss did not improve from 0.00004
1961/1961 [==============================] - 15s 7ms/step - loss: 4.3406e-05 - mean_squared_error: 4.3406e-05 - val_loss: 2.0702e-05 - val_mean_squared_error: 2.0702e-05
Epoch 38/500
1956/1961 [============================>.] - ETA: 0s - loss: 4.3012e-05 - mean_squared_error: 4.3012e-05
Epoch 00038: loss did not improve from 0.00004
1961/1961 [==============================] - 14s 7ms/step - loss: 4.2920e-05 - mean_squared_error: 4.2920e-05 - val_loss: 2.3759e-05 - val_mean_squared_error: 2.3759e-05
Epoch 39/500
1951/1961 [============================>.] - ETA: 0s - loss: 4.3713e-05 - mean_squared_error: 4.3713e-05 ETA: 1s - loss: 4
Epoch 00039: loss did not improve from 0.00004
1961/1961 [==============================] - 12s 6ms/step - loss: 4.3516e-05 - mean_squared_error: 4.3516e-05 - val_loss: 1.7903e-05 - val_mean_squared_error: 1.7903e-05
Epoch 40/500
1954/1961 [============================>.] - ETA: 0s - loss: 4.3277e-05 - mean_squared_error: 4.3277e-05
Epoch 00040: loss did not improve from 0.00004
1961/1961 [==============================] - 12s 6ms/step - loss: 4.3152e-05 - mean_squared_error: 4.3152e-05 - val_loss: 2.1167e-05 - val_mean_squared_error: 2.1167e-05
Epoch 00040: early stopping
Epoch 1/500
2103/2110 [============================>.] - ETA: 0s - loss: 1.8945e-05 - mean_squared_error: 1.8945e-05
Epoch 00001: loss improved from inf to 0.00002, saving model to ./model_LSTM/31\01-0.0000.hdf5
2110/2110 [==============================] - 22s 11ms/step - loss: 1.8898e-05 - mean_squared_error: 1.8898e-05 - val_loss: 5.4726e-06 - val_mean_squared_error: 5.4726e-06
Epoch 2/500
2109/2110 [============================>.] - ETA: 0s - loss: 1.6972e-05 - mean_squared_error: 1.6972e-05
Epoch 00002: loss improved from 0.00002 to 0.00002, saving model to ./model_LSTM/31\02-0.0000.hdf5
2110/2110 [==============================] - 15s 7ms/step - loss: 1.6970e-05 - mean_squared_error: 1.6970e-05 - val_loss: 5.0886e-06 - val_mean_squared_error: 5.0886e-06
Epoch 3/500
2105/2110 [============================>.] - ETA: 0s - loss: 1.6495e-05 - mean_squared_error: 1.6495e-05
Epoch 00003: loss improved from 0.00002 to 0.00002, saving model to ./model_LSTM/31\03-0.0000.hdf5
2110/2110 [==============================] - 14s 7ms/step - loss: 1.6464e-05 - mean_squared_error: 1.6464e-05 - val_loss: 5.3437e-06 - val_mean_squared_error: 5.3437e-06
Epoch 4/500
2109/2110 [============================>.] - ETA: 0s - loss: 1.5414e-05 - mean_squared_error: 1.5414e-05
Epoch 00004: loss improved from 0.00002 to 0.00002, saving model to ./model_LSTM/31\04-0.0000.hdf5
2110/2110 [==============================] - 13s 6ms/step - loss: 1.5410e-05 - mean_squared_error: 1.5410e-05 - val_loss: 6.6847e-06 - val_mean_squared_error: 6.6847e-06
Epoch 5/500
2106/2110 [============================>.] - ETA: 0s - loss: 1.5256e-05 - mean_squared_error: 1.5256e-05
Epoch 00005: loss improved from 0.00002 to 0.00002, saving model to ./model_LSTM/31\05-0.0000.hdf5
2110/2110 [==============================] - 13s 6ms/step - loss: 1.5235e-05 - mean_squared_error: 1.5235e-05 - val_loss: 5.5749e-06 - val_mean_squared_error: 5.5749e-06
Epoch 6/500
2110/2110 [==============================] - ETA: 0s - loss: 1.4992e-05 - mean_squared_error: 1.4992e-05
Epoch 00006: loss improved from 0.00002 to 0.00001, saving model to ./model_LSTM/31\06-0.0000.hdf5
2110/2110 [==============================] - 16s 8ms/step - loss: 1.4992e-05 - mean_squared_error: 1.4992e-05 - val_loss: 4.9759e-06 - val_mean_squared_error: 4.9759e-06
Epoch 7/500
2101/2110 [============================>.] - ETA: 0s - loss: 1.4850e-05 - mean_squared_error: 1.4850e-05
Epoch 00007: loss improved from 0.00001 to 0.00001, saving model to ./model_LSTM/31\07-0.0000.hdf5
2110/2110 [==============================] - 17s 8ms/step - loss: 1.4796e-05 - mean_squared_error: 1.4796e-05 - val_loss: 5.3005e-06 - val_mean_squared_error: 5.3005e-06
Epoch 8/500
2107/2110 [============================>.] - ETA: 0s - loss: 1.4662e-05 - mean_squared_error: 1.4662e-05
Epoch 00008: loss improved from 0.00001 to 0.00001, saving model to ./model_LSTM/31\08-0.0000.hdf5
2110/2110 [==============================] - 15s 7ms/step - loss: 1.4669e-05 - mean_squared_error: 1.4669e-05 - val_loss: 7.9288e-06 - val_mean_squared_error: 7.9288e-06
Epoch 9/500
2110/2110 [==============================] - ETA: 0s - loss: 1.4424e-05 - mean_squared_error: 1.4424e-05
Epoch 00009: loss improved from 0.00001 to 0.00001, saving model to ./model_LSTM/31\09-0.0000.hdf5
2110/2110 [==============================] - 18s 9ms/step - loss: 1.4424e-05 - mean_squared_error: 1.4424e-05 - val_loss: 4.7631e-06 - val_mean_squared_error: 4.7631e-06
Epoch 10/500
2109/2110 [============================>.] - ETA: 0s - loss: 1.4237e-05 - mean_squared_error: 1.4237e-05
Epoch 00010: loss improved from 0.00001 to 0.00001, saving model to ./model_LSTM/31\10-0.0000.hdf5
2110/2110 [==============================] - 11s 5ms/step - loss: 1.4233e-05 - mean_squared_error: 1.4233e-05 - val_loss: 4.9535e-06 - val_mean_squared_error: 4.9535e-06
Epoch 11/500
2106/2110 [============================>.] - ETA: 0s - loss: 1.3801e-05 - mean_squared_error: 1.3801e-05
Epoch 00011: loss improved from 0.00001 to 0.00001, saving model to ./model_LSTM/31\11-0.0000.hdf5
2110/2110 [==============================] - 14s 7ms/step - loss: 1.3834e-05 - mean_squared_error: 1.3834e-05 - val_loss: 1.3122e-05 - val_mean_squared_error: 1.3122e-05
Epoch 12/500
2105/2110 [============================>.] - ETA: 0s - loss: 1.3920e-05 - mean_squared_error: 1.3920e-05
Epoch 00012: loss did not improve from 0.00001
2110/2110 [==============================] - 14s 6ms/step - loss: 1.3898e-05 - mean_squared_error: 1.3898e-05 - val_loss: 6.4354e-06 - val_mean_squared_error: 6.4354e-06
Epoch 13/500
2108/2110 [============================>.] - ETA: 0s - loss: 1.4225e-05 - mean_squared_error: 1.4225e-05
Epoch 00013: loss did not improve from 0.00001
2110/2110 [==============================] - 20s 9ms/step - loss: 1.4215e-05 - mean_squared_error: 1.4215e-05 - val_loss: 4.9224e-06 - val_mean_squared_error: 4.9224e-06
Epoch 14/500
2109/2110 [============================>.] - ETA: 0s - loss: 1.3627e-05 - mean_squared_error: 1.3627e-05
Epoch 00014: loss improved from 0.00001 to 0.00001, saving model to ./model_LSTM/31\14-0.0000.hdf5
2110/2110 [==============================] - 16s 8ms/step - loss: 1.3624e-05 - mean_squared_error: 1.3624e-05 - val_loss: 4.7556e-06 - val_mean_squared_error: 4.7556e-06
Epoch 15/500
2108/2110 [============================>.] - ETA: 0s - loss: 1.3765e-05 - mean_squared_error: 1.3765e-05
Epoch 00015: loss did not improve from 0.00001
2110/2110 [==============================] - 16s 7ms/step - loss: 1.3758e-05 - mean_squared_error: 1.3758e-05 - val_loss: 6.1046e-06 - val_mean_squared_error: 6.1046e-06
Epoch 16/500
2109/2110 [============================>.] - ETA: 0s - loss: 1.3277e-05 - mean_squared_error: 1.3277e-05 ETA: 1s - loss: 1.341
Epoch 00016: loss improved from 0.00001 to 0.00001, saving model to ./model_LSTM/31\16-0.0000.hdf5
2110/2110 [==============================] - 15s 7ms/step - loss: 1.3274e-05 - mean_squared_error: 1.3274e-05 - val_loss: 6.4638e-06 - val_mean_squared_error: 6.4638e-06
Epoch 17/500
2107/2110 [============================>.] - ETA: 0s - loss: 1.3675e-05 - mean_squared_error: 1.3675e-05
Epoch 00017: loss did not improve from 0.00001
2110/2110 [==============================] - 17s 8ms/step - loss: 1.3662e-05 - mean_squared_error: 1.3662e-05 - val_loss: 4.7703e-06 - val_mean_squared_error: 4.7703e-06
Epoch 18/500
2104/2110 [============================>.] - ETA: 0s - loss: 1.3359e-05 - mean_squared_error: 1.3359e-05
Epoch 00018: loss did not improve from 0.00001
2110/2110 [==============================] - 18s 9ms/step - loss: 1.3403e-05 - mean_squared_error: 1.3403e-05 - val_loss: 9.5341e-06 - val_mean_squared_error: 9.5341e-06
Epoch 19/500
2105/2110 [============================>.] - ETA: 0s - loss: 1.3616e-05 - mean_squared_error: 1.3616e-05
Epoch 00019: loss did not improve from 0.00001
2110/2110 [==============================] - 15s 7ms/step - loss: 1.3594e-05 - mean_squared_error: 1.3594e-05 - val_loss: 5.1217e-06 - val_mean_squared_error: 5.1217e-06
Epoch 20/500
2109/2110 [============================>.] - ETA: 0s - loss: 1.3256e-05 - mean_squared_error: 1.3256e-05
Epoch 00020: loss improved from 0.00001 to 0.00001, saving model to ./model_LSTM/31\20-0.0000.hdf5
2110/2110 [==============================] - 11s 5ms/step - loss: 1.3252e-05 - mean_squared_error: 1.3252e-05 - val_loss: 7.4356e-06 - val_mean_squared_error: 7.4356e-06
Epoch 21/500
2101/2110 [============================>.] - ETA: 0s - loss: 1.3264e-05 - mean_squared_error: 1.3264e-05
Epoch 00021: loss improved from 0.00001 to 0.00001, saving model to ./model_LSTM/31\21-0.0000.hdf5
2110/2110 [==============================] - 11s 5ms/step - loss: 1.3226e-05 - mean_squared_error: 1.3226e-05 - val_loss: 4.7818e-06 - val_mean_squared_error: 4.7818e-06
Epoch 22/500
2107/2110 [============================>.] - ETA: 0s - loss: 1.2745e-05 - mean_squared_error: 1.2745e-05
Epoch 00022: loss improved from 0.00001 to 0.00001, saving model to ./model_LSTM/31\22-0.0000.hdf5
2110/2110 [==============================] - 13s 6ms/step - loss: 1.2731e-05 - mean_squared_error: 1.2731e-05 - val_loss: 5.9519e-06 - val_mean_squared_error: 5.9519e-06
Epoch 23/500
2102/2110 [============================>.] - ETA: 0s - loss: 1.3216e-05 - mean_squared_error: 1.3216e-05
Epoch 00023: loss did not improve from 0.00001
2110/2110 [==============================] - 13s 6ms/step - loss: 1.3196e-05 - mean_squared_error: 1.3196e-05 - val_loss: 4.9529e-06 - val_mean_squared_error: 4.9529e-06
Epoch 24/500
2104/2110 [============================>.] - ETA: 0s - loss: 1.3118e-05 - mean_squared_error: 1.3118e-05
Epoch 00024: loss did not improve from 0.00001
2110/2110 [==============================] - 14s 6ms/step - loss: 1.3091e-05 - mean_squared_error: 1.3091e-05 - val_loss: 4.9034e-06 - val_mean_squared_error: 4.9034e-06
Epoch 25/500
2108/2110 [============================>.] - ETA: 0s - loss: 1.2823e-05 - mean_squared_error: 1.2823e-05
Epoch 00025: loss did not improve from 0.00001
2110/2110 [==============================] - 13s 6ms/step - loss: 1.2820e-05 - mean_squared_error: 1.2820e-05 - val_loss: 5.4164e-06 - val_mean_squared_error: 5.4164e-06
Epoch 26/500
2105/2110 [============================>.] - ETA: 0s - loss: 1.3028e-05 - mean_squared_error: 1.3028e-05
Epoch 00026: loss did not improve from 0.00001
2110/2110 [==============================] - 13s 6ms/step - loss: 1.3001e-05 - mean_squared_error: 1.3001e-05 - val_loss: 4.9584e-06 - val_mean_squared_error: 4.9584e-06
Epoch 27/500
2108/2110 [============================>.] - ETA: 0s - loss: 1.2784e-05 - mean_squared_error: 1.2784e-05
Epoch 00027: loss did not improve from 0.00001
2110/2110 [==============================] - 17s 8ms/step - loss: 1.2790e-05 - mean_squared_error: 1.2790e-05 - val_loss: 4.6904e-06 - val_mean_squared_error: 4.6904e-06
Epoch 00027: early stopping
Epoch 1/500
1580/1580 [==============================] - ETA: 0s - loss: 5.6840e-05 - mean_squared_error: 5.6840e-05
Epoch 00001: loss improved from inf to 0.00006, saving model to ./model_LSTM/32\01-0.0000.hdf5
1580/1580 [==============================] - 12s 8ms/step - loss: 5.6840e-05 - mean_squared_error: 5.6840e-05 - val_loss: 8.4019e-06 - val_mean_squared_error: 8.4019e-06
Epoch 2/500
1578/1580 [============================>.] - ETA: 0s - loss: 5.2574e-05 - mean_squared_error: 5.2574e-05
Epoch 00002: loss improved from 0.00006 to 0.00005, saving model to ./model_LSTM/32\02-0.0000.hdf5
1580/1580 [==============================] - 14s 9ms/step - loss: 5.2621e-05 - mean_squared_error: 5.2621e-05 - val_loss: 9.7381e-06 - val_mean_squared_error: 9.7381e-06
Epoch 3/500
1580/1580 [==============================] - ETA: 0s - loss: 5.1329e-05 - mean_squared_error: 5.1329e-05
Epoch 00003: loss improved from 0.00005 to 0.00005, saving model to ./model_LSTM/32\03-0.0000.hdf5
1580/1580 [==============================] - 12s 7ms/step - loss: 5.1329e-05 - mean_squared_error: 5.1329e-05 - val_loss: 1.1920e-05 - val_mean_squared_error: 1.1920e-05
Epoch 4/500
1580/1580 [==============================] - ETA: 0s - loss: 5.0649e-05 - mean_squared_error: 5.0649e-05
Epoch 00004: loss improved from 0.00005 to 0.00005, saving model to ./model_LSTM/32\04-0.0000.hdf5
1580/1580 [==============================] - 11s 7ms/step - loss: 5.0649e-05 - mean_squared_error: 5.0649e-05 - val_loss: 1.8686e-05 - val_mean_squared_error: 1.8686e-05
Epoch 5/500
1571/1580 [============================>.] - ETA: 0s - loss: 5.1045e-05 - mean_squared_error: 5.1045e-05
Epoch 00005: loss did not improve from 0.00005
1580/1580 [==============================] - 13s 8ms/step - loss: 5.0967e-05 - mean_squared_error: 5.0967e-05 - val_loss: 7.7071e-06 - val_mean_squared_error: 7.7071e-06
Epoch 6/500
1579/1580 [============================>.] - ETA: 0s - loss: 5.0553e-05 - mean_squared_error: 5.0553e-05
Epoch 00006: loss improved from 0.00005 to 0.00005, saving model to ./model_LSTM/32\06-0.0000.hdf5
1580/1580 [==============================] - 12s 8ms/step - loss: 5.0609e-05 - mean_squared_error: 5.0609e-05 - val_loss: 8.3792e-06 - val_mean_squared_error: 8.3792e-06
Epoch 7/500
1579/1580 [============================>.] - ETA: 0s - loss: 5.0135e-05 - mean_squared_error: 5.0135e-05
Epoch 00007: loss improved from 0.00005 to 0.00005, saving model to ./model_LSTM/32\07-0.0000.hdf5
1580/1580 [==============================] - 11s 7ms/step - loss: 5.0130e-05 - mean_squared_error: 5.0130e-05 - val_loss: 7.6991e-06 - val_mean_squared_error: 7.6991e-06
Epoch 8/500
1576/1580 [============================>.] - ETA: 0s - loss: 5.0529e-05 - mean_squared_error: 5.0529e-05
Epoch 00008: loss did not improve from 0.00005
1580/1580 [==============================] - 11s 7ms/step - loss: 5.0518e-05 - mean_squared_error: 5.0518e-05 - val_loss: 1.7434e-05 - val_mean_squared_error: 1.7434e-05
Epoch 9/500
1573/1580 [============================>.] - ETA: 0s - loss: 4.9557e-05 - mean_squared_error: 4.9557e-05
Epoch 00009: loss improved from 0.00005 to 0.00005, saving model to ./model_LSTM/32\09-0.0000.hdf5
1580/1580 [==============================] - 14s 9ms/step - loss: 4.9527e-05 - mean_squared_error: 4.9527e-05 - val_loss: 9.4175e-06 - val_mean_squared_error: 9.4175e-06
Epoch 10/500
1577/1580 [============================>.] - ETA: 0s - loss: 4.9990e-05 - mean_squared_error: 4.9990e-05
Epoch 00010: loss did not improve from 0.00005
1580/1580 [==============================] - 16s 10ms/step - loss: 4.9961e-05 - mean_squared_error: 4.9961e-05 - val_loss: 7.6422e-06 - val_mean_squared_error: 7.6422e-06
Epoch 11/500
1577/1580 [============================>.] - ETA: 0s - loss: 4.9495e-05 - mean_squared_error: 4.9495e-05
Epoch 00011: loss improved from 0.00005 to 0.00005, saving model to ./model_LSTM/32\11-0.0000.hdf5
1580/1580 [==============================] - 15s 9ms/step - loss: 4.9451e-05 - mean_squared_error: 4.9451e-05 - val_loss: 9.6440e-06 - val_mean_squared_error: 9.6440e-06
Epoch 12/500
1576/1580 [============================>.] - ETA: 0s - loss: 4.9531e-05 - mean_squared_error: 4.9531e-05
Epoch 00012: loss did not improve from 0.00005
1580/1580 [==============================] - 17s 11ms/step - loss: 4.9519e-05 - mean_squared_error: 4.9519e-05 - val_loss: 8.6196e-06 - val_mean_squared_error: 8.6196e-06
Epoch 13/500
1578/1580 [============================>.] - ETA: 0s - loss: 4.9737e-05 - mean_squared_error: 4.9737e-05
Epoch 00013: loss did not improve from 0.00005
1580/1580 [==============================] - 18s 12ms/step - loss: 4.9742e-05 - mean_squared_error: 4.9742e-05 - val_loss: 8.3674e-06 - val_mean_squared_error: 8.3674e-06
Epoch 14/500
1579/1580 [============================>.] - ETA: 0s - loss: 5.0041e-05 - mean_squared_error: 5.0041e-05
Epoch 00014: loss did not improve from 0.00005
1580/1580 [==============================] - 13s 8ms/step - loss: 5.0041e-05 - mean_squared_error: 5.0041e-05 - val_loss: 8.2772e-06 - val_mean_squared_error: 8.2772e-06
Epoch 15/500
1576/1580 [============================>.] - ETA: 0s - loss: 4.9338e-05 - mean_squared_error: 4.9338e-05 ETA: 0s - loss: 4.8989e-05 - mean_squared_error: 4.8989e-
Epoch 00015: loss improved from 0.00005 to 0.00005, saving model to ./model_LSTM/32\15-0.0000.hdf5
1580/1580 [==============================] - 11s 7ms/step - loss: 4.9314e-05 - mean_squared_error: 4.9314e-05 - val_loss: 2.1499e-05 - val_mean_squared_error: 2.1499e-05
Epoch 16/500
1580/1580 [==============================] - ETA: 0s - loss: 4.9336e-05 - mean_squared_error: 4.9336e-05
Epoch 00016: loss did not improve from 0.00005
1580/1580 [==============================] - 10s 6ms/step - loss: 4.9336e-05 - mean_squared_error: 4.9336e-05 - val_loss: 8.9549e-06 - val_mean_squared_error: 8.9549e-06
Epoch 17/500
1574/1580 [============================>.] - ETA: 0s - loss: 4.8989e-05 - mean_squared_error: 4.8989e-05
Epoch 00017: loss improved from 0.00005 to 0.00005, saving model to ./model_LSTM/32\17-0.0000.hdf5
1580/1580 [==============================] - 9s 6ms/step - loss: 4.8974e-05 - mean_squared_error: 4.8974e-05 - val_loss: 8.5315e-06 - val_mean_squared_error: 8.5315e-06
Epoch 18/500
1570/1580 [============================>.] - ETA: 0s - loss: 4.9712e-05 - mean_squared_error: 4.9712e-05
Epoch 00018: loss did not improve from 0.00005
1580/1580 [==============================] - 9s 5ms/step - loss: 4.9705e-05 - mean_squared_error: 4.9705e-05 - val_loss: 8.0788e-06 - val_mean_squared_error: 8.0788e-06
Epoch 19/500
1577/1580 [============================>.] - ETA: 0s - loss: 4.9476e-05 - mean_squared_error: 4.9476e-05
Epoch 00019: loss did not improve from 0.00005
1580/1580 [==============================] - 10s 6ms/step - loss: 4.9437e-05 - mean_squared_error: 4.9437e-05 - val_loss: 8.5860e-06 - val_mean_squared_error: 8.5860e-06
Epoch 20/500
1577/1580 [============================>.] - ETA: 0s - loss: 4.9106e-05 - mean_squared_error: 4.9106e-05
Epoch 00020: loss did not improve from 0.00005
1580/1580 [==============================] - 10s 6ms/step - loss: 4.9084e-05 - mean_squared_error: 4.9084e-05 - val_loss: 1.3131e-05 - val_mean_squared_error: 1.3131e-05
Epoch 21/500
1576/1580 [============================>.] - ETA: 0s - loss: 4.9117e-05 - mean_squared_error: 4.9117e-05
Epoch 00021: loss did not improve from 0.00005
1580/1580 [==============================] - 9s 6ms/step - loss: 4.9087e-05 - mean_squared_error: 4.9087e-05 - val_loss: 1.9469e-05 - val_mean_squared_error: 1.9469e-05
Epoch 22/500
1579/1580 [============================>.] - ETA: 0s - loss: 4.9015e-05 - mean_squared_error: 4.9015e-05
Epoch 00022: loss did not improve from 0.00005
1580/1580 [==============================] - 19s 12ms/step - loss: 4.9018e-05 - mean_squared_error: 4.9018e-05 - val_loss: 7.9985e-06 - val_mean_squared_error: 7.9985e-06
Epoch 00022: early stopping
Epoch 1/500
2232/2239 [============================>.] - ETA: 0s - loss: 4.4475e-05 - mean_squared_error: 4.4475e-05
Epoch 00001: loss improved from inf to 0.00004, saving model to ./model_LSTM/33\01-0.0000.hdf5
2239/2239 [==============================] - 29s 13ms/step - loss: 4.4418e-05 - mean_squared_error: 4.4418e-05 - val_loss: 1.4662e-05 - val_mean_squared_error: 1.4662e-05
Epoch 2/500
2238/2239 [============================>.] - ETA: 0s - loss: 3.6974e-05 - mean_squared_error: 3.6974e-05
Epoch 00002: loss improved from 0.00004 to 0.00004, saving model to ./model_LSTM/33\02-0.0000.hdf5
2239/2239 [==============================] - 20s 9ms/step - loss: 3.6969e-05 - mean_squared_error: 3.6969e-05 - val_loss: 1.4282e-05 - val_mean_squared_error: 1.4282e-05
Epoch 3/500
2236/2239 [============================>.] - ETA: 0s - loss: 3.4423e-05 - mean_squared_error: 3.4423e-05
Epoch 00003: loss improved from 0.00004 to 0.00003, saving model to ./model_LSTM/33\03-0.0000.hdf5
2239/2239 [==============================] - 15s 7ms/step - loss: 3.4397e-05 - mean_squared_error: 3.4397e-05 - val_loss: 1.3149e-05 - val_mean_squared_error: 1.3149e-05
Epoch 4/500
2238/2239 [============================>.] - ETA: 0s - loss: 3.3731e-05 - mean_squared_error: 3.3731e-05
Epoch 00004: loss improved from 0.00003 to 0.00003, saving model to ./model_LSTM/33\04-0.0000.hdf5
2239/2239 [==============================] - 16s 7ms/step - loss: 3.3725e-05 - mean_squared_error: 3.3725e-05 - val_loss: 1.2740e-05 - val_mean_squared_error: 1.2740e-05
Epoch 5/500
2229/2239 [============================>.] - ETA: 0s - loss: 3.2857e-05 - mean_squared_error: 3.2857e-05
Epoch 00005: loss improved from 0.00003 to 0.00003, saving model to ./model_LSTM/33\05-0.0000.hdf5
2239/2239 [==============================] - 11s 5ms/step - loss: 3.2836e-05 - mean_squared_error: 3.2836e-05 - val_loss: 1.3132e-05 - val_mean_squared_error: 1.3132e-05
Epoch 6/500
2228/2239 [============================>.] - ETA: 0s - loss: 3.2600e-05 - mean_squared_error: 3.2600e-05
Epoch 00006: loss improved from 0.00003 to 0.00003, saving model to ./model_LSTM/33\06-0.0000.hdf5
2239/2239 [==============================] - 11s 5ms/step - loss: 3.2581e-05 - mean_squared_error: 3.2581e-05 - val_loss: 1.9057e-05 - val_mean_squared_error: 1.9057e-05
Epoch 7/500
2231/2239 [============================>.] - ETA: 0s - loss: 3.2018e-05 - mean_squared_error: 3.2018e-05
Epoch 00007: loss improved from 0.00003 to 0.00003, saving model to ./model_LSTM/33\07-0.0000.hdf5
2239/2239 [==============================] - 14s 6ms/step - loss: 3.1982e-05 - mean_squared_error: 3.1982e-05 - val_loss: 1.5015e-05 - val_mean_squared_error: 1.5015e-05
Epoch 8/500
2236/2239 [============================>.] - ETA: 0s - loss: 3.1679e-05 - mean_squared_error: 3.1679e-05
Epoch 00008: loss improved from 0.00003 to 0.00003, saving model to ./model_LSTM/33\08-0.0000.hdf5
2239/2239 [==============================] - 12s 5ms/step - loss: 3.1656e-05 - mean_squared_error: 3.1656e-05 - val_loss: 1.2554e-05 - val_mean_squared_error: 1.2554e-05
Epoch 9/500
2235/2239 [============================>.] - ETA: 0s - loss: 3.1448e-05 - mean_squared_error: 3.1448e-05
Epoch 00009: loss improved from 0.00003 to 0.00003, saving model to ./model_LSTM/33\09-0.0000.hdf5
2239/2239 [==============================] - 13s 6ms/step - loss: 3.1460e-05 - mean_squared_error: 3.1460e-05 - val_loss: 1.2448e-05 - val_mean_squared_error: 1.2448e-05
Epoch 10/500
2237/2239 [============================>.] - ETA: 0s - loss: 3.0886e-05 - mean_squared_error: 3.0886e-05
Epoch 00010: loss improved from 0.00003 to 0.00003, saving model to ./model_LSTM/33\10-0.0000.hdf5
2239/2239 [==============================] - 13s 6ms/step - loss: 3.0882e-05 - mean_squared_error: 3.0882e-05 - val_loss: 1.2357e-05 - val_mean_squared_error: 1.2357e-05
Epoch 11/500
2234/2239 [============================>.] - ETA: 0s - loss: 3.1174e-05 - mean_squared_error: 3.1174e-05
Epoch 00011: loss did not improve from 0.00003
2239/2239 [==============================] - 14s 6ms/step - loss: 3.1137e-05 - mean_squared_error: 3.1137e-05 - val_loss: 1.4322e-05 - val_mean_squared_error: 1.4322e-05
Epoch 12/500
2233/2239 [============================>.] - ETA: 0s - loss: 3.0701e-05 - mean_squared_error: 3.0701e-05
Epoch 00012: loss improved from 0.00003 to 0.00003, saving model to ./model_LSTM/33\12-0.0000.hdf5
2239/2239 [==============================] - 17s 7ms/step - loss: 3.0688e-05 - mean_squared_error: 3.0688e-05 - val_loss: 1.1622e-05 - val_mean_squared_error: 1.1622e-05
Epoch 13/500
2236/2239 [============================>.] - ETA: 0s - loss: 3.0499e-05 - mean_squared_error: 3.0499e-05
Epoch 00013: loss improved from 0.00003 to 0.00003, saving model to ./model_LSTM/33\13-0.0000.hdf5
2239/2239 [==============================] - 27s 12ms/step - loss: 3.0541e-05 - mean_squared_error: 3.0541e-05 - val_loss: 1.2770e-05 - val_mean_squared_error: 1.2770e-05
Epoch 14/500
2232/2239 [============================>.] - ETA: 0s - loss: 3.0769e-05 - mean_squared_error: 3.0769e-05
Epoch 00014: loss did not improve from 0.00003
2239/2239 [==============================] - 16s 7ms/step - loss: 3.0739e-05 - mean_squared_error: 3.0739e-05 - val_loss: 1.4984e-05 - val_mean_squared_error: 1.4984e-05
Epoch 15/500
2239/2239 [==============================] - ETA: 0s - loss: 3.0327e-05 - mean_squared_error: 3.0327e-05
Epoch 00015: loss improved from 0.00003 to 0.00003, saving model to ./model_LSTM/33\15-0.0000.hdf5
2239/2239 [==============================] - 12s 6ms/step - loss: 3.0327e-05 - mean_squared_error: 3.0327e-05 - val_loss: 1.2805e-05 - val_mean_squared_error: 1.2805e-05
Epoch 16/500
2238/2239 [============================>.] - ETA: 0s - loss: 3.0471e-05 - mean_squared_error: 3.0471e-05
Epoch 00016: loss did not improve from 0.00003
2239/2239 [==============================] - 12s 5ms/step - loss: 3.0466e-05 - mean_squared_error: 3.0466e-05 - val_loss: 1.1869e-05 - val_mean_squared_error: 1.1869e-05
Epoch 17/500
2234/2239 [============================>.] - ETA: 0s - loss: 3.0080e-05 - mean_squared_error: 3.0080e-05
Epoch 00017: loss improved from 0.00003 to 0.00003, saving model to ./model_LSTM/33\17-0.0000.hdf5
2239/2239 [==============================] - 11s 5ms/step - loss: 3.0073e-05 - mean_squared_error: 3.0073e-05 - val_loss: 1.2984e-05 - val_mean_squared_error: 1.2984e-05
Epoch 18/500
2234/2239 [============================>.] - ETA: 0s - loss: 3.0067e-05 - mean_squared_error: 3.0067e-05
Epoch 00018: loss improved from 0.00003 to 0.00003, saving model to ./model_LSTM/33\18-0.0000.hdf5
2239/2239 [==============================] - 14s 6ms/step - loss: 3.0044e-05 - mean_squared_error: 3.0044e-05 - val_loss: 1.9109e-05 - val_mean_squared_error: 1.9109e-05
Epoch 19/500
2238/2239 [============================>.] - ETA: 0s - loss: 2.9919e-05 - mean_squared_error: 2.9919e-05
Epoch 00019: loss improved from 0.00003 to 0.00003, saving model to ./model_LSTM/33\19-0.0000.hdf5
2239/2239 [==============================] - 13s 6ms/step - loss: 2.9917e-05 - mean_squared_error: 2.9917e-05 - val_loss: 1.2302e-05 - val_mean_squared_error: 1.2302e-05
Epoch 20/500
2233/2239 [============================>.] - ETA: 0s - loss: 3.0001e-05 - mean_squared_error: 3.0001e-05
Epoch 00020: loss did not improve from 0.00003
2239/2239 [==============================] - 12s 5ms/step - loss: 3.0000e-05 - mean_squared_error: 3.0000e-05 - val_loss: 1.1872e-05 - val_mean_squared_error: 1.1872e-05
Epoch 21/500
2233/2239 [============================>.] - ETA: 0s - loss: 2.9864e-05 - mean_squared_error: 2.9864e-05
Epoch 00021: loss improved from 0.00003 to 0.00003, saving model to ./model_LSTM/33\21-0.0000.hdf5
2239/2239 [==============================] - 14s 6ms/step - loss: 2.9859e-05 - mean_squared_error: 2.9859e-05 - val_loss: 1.2059e-05 - val_mean_squared_error: 1.2059e-05
Epoch 22/500
2236/2239 [============================>.] - ETA: 0s - loss: 2.9587e-05 - mean_squared_error: 2.9587e-05
Epoch 00022: loss improved from 0.00003 to 0.00003, saving model to ./model_LSTM/33\22-0.0000.hdf5
2239/2239 [==============================] - 14s 6ms/step - loss: 2.9579e-05 - mean_squared_error: 2.9579e-05 - val_loss: 1.1360e-05 - val_mean_squared_error: 1.1360e-05
Epoch 23/500
2237/2239 [============================>.] - ETA: 0s - loss: 2.9500e-05 - mean_squared_error: 2.9500e-05
Epoch 00023: loss improved from 0.00003 to 0.00003, saving model to ./model_LSTM/33\23-0.0000.hdf5
2239/2239 [==============================] - 15s 7ms/step - loss: 2.9493e-05 - mean_squared_error: 2.9493e-05 - val_loss: 1.1307e-05 - val_mean_squared_error: 1.1307e-05
Epoch 24/500
2232/2239 [============================>.] - ETA: 0s - loss: 2.9888e-05 - mean_squared_error: 2.9888e-05
Epoch 00024: loss did not improve from 0.00003
2239/2239 [==============================] - 17s 8ms/step - loss: 2.9857e-05 - mean_squared_error: 2.9857e-05 - val_loss: 1.2420e-05 - val_mean_squared_error: 1.2420e-05
Epoch 25/500
2238/2239 [============================>.] - ETA: 0s - loss: 2.9501e-05 - mean_squared_error: 2.9501e-05
Epoch 00025: loss did not improve from 0.00003
2239/2239 [==============================] - 16s 7ms/step - loss: 2.9495e-05 - mean_squared_error: 2.9495e-05 - val_loss: 1.4168e-05 - val_mean_squared_error: 1.4168e-05
Epoch 26/500
2239/2239 [==============================] - ETA: 0s - loss: 2.9093e-05 - mean_squared_error: 2.9093e-05
Epoch 00026: loss improved from 0.00003 to 0.00003, saving model to ./model_LSTM/33\26-0.0000.hdf5
2239/2239 [==============================] - 13s 6ms/step - loss: 2.9093e-05 - mean_squared_error: 2.9093e-05 - val_loss: 1.6216e-05 - val_mean_squared_error: 1.6216e-05
Epoch 27/500
2230/2239 [============================>.] - ETA: 0s - loss: 2.9130e-05 - mean_squared_error: 2.9130e-05
Epoch 00027: loss improved from 0.00003 to 0.00003, saving model to ./model_LSTM/33\27-0.0000.hdf5
2239/2239 [==============================] - 12s 5ms/step - loss: 2.9045e-05 - mean_squared_error: 2.9045e-05 - val_loss: 1.1293e-05 - val_mean_squared_error: 1.1293e-05
Epoch 28/500
2229/2239 [============================>.] - ETA: 0s - loss: 2.9136e-05 - mean_squared_error: 2.9136e-05
Epoch 00028: loss did not improve from 0.00003
2239/2239 [==============================] - 11s 5ms/step - loss: 2.9118e-05 - mean_squared_error: 2.9118e-05 - val_loss: 1.2204e-05 - val_mean_squared_error: 1.2204e-05
Epoch 29/500
2237/2239 [============================>.] - ETA: 0s - loss: 2.8728e-05 - mean_squared_error: 2.8728e- - ETA: 0s - loss: 2.8761e-05 - mean_squared_error: 2.8761e-05
Epoch 00029: loss improved from 0.00003 to 0.00003, saving model to ./model_LSTM/33\29-0.0000.hdf5
2239/2239 [==============================] - 15s 7ms/step - loss: 2.8750e-05 - mean_squared_error: 2.8750e-05 - val_loss: 1.6434e-05 - val_mean_squared_error: 1.6434e-05
Epoch 30/500
2234/2239 [============================>.] - ETA: 0s - loss: 2.9108e-05 - mean_squared_error: 2.9108e-05
Epoch 00030: loss did not improve from 0.00003
2239/2239 [==============================] - 16s 7ms/step - loss: 2.9121e-05 - mean_squared_error: 2.9121e-05 - val_loss: 1.7237e-05 - val_mean_squared_error: 1.7237e-05
Epoch 31/500
2229/2239 [============================>.] - ETA: 0s - loss: 2.8991e-05 - mean_squared_error: 2.8991e-05
Epoch 00031: loss did not improve from 0.00003
2239/2239 [==============================] - 14s 6ms/step - loss: 2.8994e-05 - mean_squared_error: 2.8994e-05 - val_loss: 1.2057e-05 - val_mean_squared_error: 1.2057e-05
Epoch 32/500
2234/2239 [============================>.] - ETA: 0s - loss: 2.8632e-05 - mean_squared_error: 2.8632e-05
Epoch 00032: loss improved from 0.00003 to 0.00003, saving model to ./model_LSTM/33\32-0.0000.hdf5
2239/2239 [==============================] - 13s 6ms/step - loss: 2.8619e-05 - mean_squared_error: 2.8619e-05 - val_loss: 1.4598e-05 - val_mean_squared_error: 1.4598e-05
Epoch 33/500
2239/2239 [==============================] - ETA: 0s - loss: 2.8484e-05 - mean_squared_error: 2.8484e-05
Epoch 00033: loss improved from 0.00003 to 0.00003, saving model to ./model_LSTM/33\33-0.0000.hdf5
2239/2239 [==============================] - 16s 7ms/step - loss: 2.8484e-05 - mean_squared_error: 2.8484e-05 - val_loss: 1.3057e-05 - val_mean_squared_error: 1.3057e-05
Epoch 34/500
2237/2239 [============================>.] - ETA: 0s - loss: 2.8840e-05 - mean_squared_error: 2.8840e-05
Epoch 00034: loss did not improve from 0.00003
2239/2239 [==============================] - 18s 8ms/step - loss: 2.8823e-05 - mean_squared_error: 2.8823e-05 - val_loss: 1.2065e-05 - val_mean_squared_error: 1.2065e-05
Epoch 35/500
2237/2239 [============================>.] - ETA: 0s - loss: 2.8534e-05 - mean_squared_error: 2.8534e-05
Epoch 00035: loss did not improve from 0.00003
2239/2239 [==============================] - 15s 7ms/step - loss: 2.8517e-05 - mean_squared_error: 2.8517e-05 - val_loss: 1.3274e-05 - val_mean_squared_error: 1.3274e-05
Epoch 36/500
2232/2239 [============================>.] - ETA: 0s - loss: 2.8612e-05 - mean_squared_error: 2.8612e-05
Epoch 00036: loss did not improve from 0.00003
2239/2239 [==============================] - 13s 6ms/step - loss: 2.8620e-05 - mean_squared_error: 2.8620e-05 - val_loss: 1.2491e-05 - val_mean_squared_error: 1.2491e-05
Epoch 37/500
2234/2239 [============================>.] - ETA: 0s - loss: 2.8322e-05 - mean_squared_error: 2.8322e-05
Epoch 00037: loss improved from 0.00003 to 0.00003, saving model to ./model_LSTM/33\37-0.0000.hdf5
2239/2239 [==============================] - 13s 6ms/step - loss: 2.8278e-05 - mean_squared_error: 2.8278e-05 - val_loss: 1.3133e-05 - val_mean_squared_error: 1.3133e-05
Epoch 38/500
2237/2239 [============================>.] - ETA: 0s - loss: 2.8518e-05 - mean_squared_error: 2.8518e-05
Epoch 00038: loss did not improve from 0.00003
2239/2239 [==============================] - 13s 6ms/step - loss: 2.8517e-05 - mean_squared_error: 2.8517e-05 - val_loss: 1.1514e-05 - val_mean_squared_error: 1.1514e-05
Epoch 39/500
2231/2239 [============================>.] - ETA: 0s - loss: 2.8515e-05 - mean_squared_error: 2.8515e-05
Epoch 00039: loss did not improve from 0.00003
2239/2239 [==============================] - 13s 6ms/step - loss: 2.8497e-05 - mean_squared_error: 2.8497e-05 - val_loss: 1.1971e-05 - val_mean_squared_error: 1.1971e-05
Epoch 40/500
2238/2239 [============================>.] - ETA: 0s - loss: 2.8036e-05 - mean_squared_error: 2.8036e-05
Epoch 00040: loss improved from 0.00003 to 0.00003, saving model to ./model_LSTM/33\40-0.0000.hdf5
2239/2239 [==============================] - 12s 5ms/step - loss: 2.8031e-05 - mean_squared_error: 2.8031e-05 - val_loss: 1.3245e-05 - val_mean_squared_error: 1.3245e-05
Epoch 41/500
2235/2239 [============================>.] - ETA: 0s - loss: 2.8378e-05 - mean_squared_error: 2.8378e-05
Epoch 00041: loss did not improve from 0.00003
2239/2239 [==============================] - 18s 8ms/step - loss: 2.8412e-05 - mean_squared_error: 2.8412e-05 - val_loss: 1.4912e-05 - val_mean_squared_error: 1.4912e-05
Epoch 42/500
2239/2239 [==============================] - ETA: 0s - loss: 2.8327e-05 - mean_squared_error: 2.8327e-05
Epoch 00042: loss did not improve from 0.00003
2239/2239 [==============================] - 18s 8ms/step - loss: 2.8327e-05 - mean_squared_error: 2.8327e-05 - val_loss: 1.3546e-05 - val_mean_squared_error: 1.3546e-05
Epoch 43/500
2236/2239 [============================>.] - ETA: 0s - loss: 2.8157e-05 - mean_squared_error: 2.8157e-05
Epoch 00043: loss did not improve from 0.00003
2239/2239 [==============================] - 23s 10ms/step - loss: 2.8132e-05 - mean_squared_error: 2.8132e-05 - val_loss: 1.0827e-05 - val_mean_squared_error: 1.0827e-05
Epoch 44/500
2235/2239 [============================>.] - ETA: 0s - loss: 2.8130e-05 - mean_squared_error: 2.8130e-05
Epoch 00044: loss did not improve from 0.00003
2239/2239 [==============================] - 18s 8ms/step - loss: 2.8128e-05 - mean_squared_error: 2.8128e-05 - val_loss: 1.1178e-05 - val_mean_squared_error: 1.1178e-05
Epoch 45/500
2229/2239 [============================>.] - ETA: 0s - loss: 2.8145e-05 - mean_squared_error: 2.8145e-05
Epoch 00045: loss did not improve from 0.00003
2239/2239 [==============================] - 14s 6ms/step - loss: 2.8151e-05 - mean_squared_error: 2.8151e-05 - val_loss: 1.1506e-05 - val_mean_squared_error: 1.1506e-05
Epoch 00045: early stopping
Epoch 1/500
1013/1023 [============================>.] - ETA: 0s - loss: 7.6729e-05 - mean_squared_error: 7.6729e-05
Epoch 00001: loss improved from inf to 0.00008, saving model to ./model_LSTM/34\01-0.0000.hdf5
1023/1023 [==============================] - 6s 6ms/step - loss: 7.6097e-05 - mean_squared_error: 7.6097e-05 - val_loss: 2.4609e-05 - val_mean_squared_error: 2.4609e-05
Epoch 2/500
1023/1023 [==============================] - ETA: 0s - loss: 6.7263e-05 - mean_squared_error: 6.7263e-05
Epoch 00002: loss improved from 0.00008 to 0.00007, saving model to ./model_LSTM/34\02-0.0000.hdf5
1023/1023 [==============================] - 6s 6ms/step - loss: 6.7263e-05 - mean_squared_error: 6.7263e-05 - val_loss: 2.6081e-05 - val_mean_squared_error: 2.6081e-05
Epoch 3/500
1021/1023 [============================>.] - ETA: 0s - loss: 6.6765e-05 - mean_squared_error: 6.6765e-05
Epoch 00003: loss improved from 0.00007 to 0.00007, saving model to ./model_LSTM/34\03-0.0000.hdf5
1023/1023 [==============================] - 6s 6ms/step - loss: 6.6663e-05 - mean_squared_error: 6.6663e-05 - val_loss: 2.3813e-05 - val_mean_squared_error: 2.3813e-05
Epoch 4/500
1016/1023 [============================>.] - ETA: 0s - loss: 6.2516e-05 - mean_squared_error: 6.2516e-05
Epoch 00004: loss improved from 0.00007 to 0.00006, saving model to ./model_LSTM/34\04-0.0000.hdf5
1023/1023 [==============================] - 7s 7ms/step - loss: 6.2155e-05 - mean_squared_error: 6.2155e-05 - val_loss: 2.3407e-05 - val_mean_squared_error: 2.3407e-05
Epoch 5/500
1014/1023 [============================>.] - ETA: 0s - loss: 6.0291e-05 - mean_squared_error: 6.0291e-05
Epoch 00005: loss improved from 0.00006 to 0.00006, saving model to ./model_LSTM/34\05-0.0000.hdf5
1023/1023 [==============================] - 6s 5ms/step - loss: 5.9874e-05 - mean_squared_error: 5.9874e-05 - val_loss: 2.3198e-05 - val_mean_squared_error: 2.3198e-05
Epoch 6/500
1013/1023 [============================>.] - ETA: 0s - loss: 5.7089e-05 - mean_squared_error: 5.7089e-05
Epoch 00006: loss improved from 0.00006 to 0.00006, saving model to ./model_LSTM/34\06-0.0000.hdf5
1023/1023 [==============================] - 6s 6ms/step - loss: 5.6714e-05 - mean_squared_error: 5.6714e-05 - val_loss: 2.3891e-05 - val_mean_squared_error: 2.3891e-05
Epoch 7/500
1021/1023 [============================>.] - ETA: 0s - loss: 5.5289e-05 - mean_squared_error: 5.5289e-05
Epoch 00007: loss improved from 0.00006 to 0.00006, saving model to ./model_LSTM/34\07-0.0000.hdf5
1023/1023 [==============================] - 9s 9ms/step - loss: 5.5202e-05 - mean_squared_error: 5.5202e-05 - val_loss: 2.6447e-05 - val_mean_squared_error: 2.6447e-05
Epoch 8/500
1016/1023 [============================>.] - ETA: 0s - loss: 5.0629e-05 - mean_squared_error: 5.0629e-05
Epoch 00008: loss improved from 0.00006 to 0.00005, saving model to ./model_LSTM/34\08-0.0000.hdf5
1023/1023 [==============================] - 8s 8ms/step - loss: 5.0463e-05 - mean_squared_error: 5.0463e-05 - val_loss: 2.2956e-05 - val_mean_squared_error: 2.2956e-05
Epoch 9/500
1022/1023 [============================>.] - ETA: 0s - loss: 5.0756e-05 - mean_squared_error: 5.0756e-05
Epoch 00009: loss did not improve from 0.00005
1023/1023 [==============================] - 8s 7ms/step - loss: 5.0720e-05 - mean_squared_error: 5.0720e-05 - val_loss: 2.2701e-05 - val_mean_squared_error: 2.2701e-05
Epoch 10/500
1017/1023 [============================>.] - ETA: 0s - loss: 4.8346e-05 - mean_squared_error: 4.8346e-05
Epoch 00010: loss improved from 0.00005 to 0.00005, saving model to ./model_LSTM/34\10-0.0000.hdf5
1023/1023 [==============================] - 7s 7ms/step - loss: 4.8234e-05 - mean_squared_error: 4.8234e-05 - val_loss: 2.6236e-05 - val_mean_squared_error: 2.6236e-05
Epoch 11/500
1021/1023 [============================>.] - ETA: 0s - loss: 4.8158e-05 - mean_squared_error: 4.8158e-05
Epoch 00011: loss improved from 0.00005 to 0.00005, saving model to ./model_LSTM/34\11-0.0000.hdf5
1023/1023 [==============================] - 11s 11ms/step - loss: 4.8085e-05 - mean_squared_error: 4.8085e-05 - val_loss: 2.6406e-05 - val_mean_squared_error: 2.6406e-05
Epoch 12/500
1018/1023 [============================>.] - ETA: 0s - loss: 4.6687e-05 - mean_squared_error: 4.6687e-05
Epoch 00012: loss improved from 0.00005 to 0.00005, saving model to ./model_LSTM/34\12-0.0000.hdf5
1023/1023 [==============================] - 19s 18ms/step - loss: 4.6689e-05 - mean_squared_error: 4.6689e-05 - val_loss: 2.2487e-05 - val_mean_squared_error: 2.2487e-05
Epoch 13/500
1023/1023 [==============================] - ETA: 0s - loss: 4.5308e-05 - mean_squared_error: 4.5308e-05
Epoch 00013: loss improved from 0.00005 to 0.00005, saving model to ./model_LSTM/34\13-0.0000.hdf5
1023/1023 [==============================] - 14s 13ms/step - loss: 4.5308e-05 - mean_squared_error: 4.5308e-05 - val_loss: 2.2630e-05 - val_mean_squared_error: 2.2630e-05
Epoch 14/500
1021/1023 [============================>.] - ETA: 0s - loss: 4.5955e-05 - mean_squared_error: 4.5955e-05
Epoch 00014: loss did not improve from 0.00005
1023/1023 [==============================] - 12s 12ms/step - loss: 4.5892e-05 - mean_squared_error: 4.5892e-05 - val_loss: 2.2598e-05 - val_mean_squared_error: 2.2598e-05
Epoch 15/500
1017/1023 [============================>.] - ETA: 0s - loss: 4.6706e-05 - mean_squared_error: 4.6706e-05
Epoch 00015: loss did not improve from 0.00005
1023/1023 [==============================] - 9s 9ms/step - loss: 4.6502e-05 - mean_squared_error: 4.6502e-05 - val_loss: 2.4328e-05 - val_mean_squared_error: 2.4328e-05
Epoch 16/500
1016/1023 [============================>.] - ETA: 0s - loss: 4.4761e-05 - mean_squared_error: 4.4761e-05
Epoch 00016: loss improved from 0.00005 to 0.00004, saving model to ./model_LSTM/34\16-0.0000.hdf5
1023/1023 [==============================] - 8s 8ms/step - loss: 4.4545e-05 - mean_squared_error: 4.4545e-05 - val_loss: 2.8656e-05 - val_mean_squared_error: 2.8656e-05
Epoch 17/500
1017/1023 [============================>.] - ETA: 0s - loss: 4.5215e-05 - mean_squared_error: 4.5215e-05
Epoch 00017: loss did not improve from 0.00004
1023/1023 [==============================] - 8s 8ms/step - loss: 4.5036e-05 - mean_squared_error: 4.5036e-05 - val_loss: 2.4745e-05 - val_mean_squared_error: 2.4745e-05
Epoch 18/500
1019/1023 [============================>.] - ETA: 0s - loss: 4.5651e-05 - mean_squared_error: 4.5651e-05
Epoch 00018: loss did not improve from 0.00004
1023/1023 [==============================] - 8s 7ms/step - loss: 4.5516e-05 - mean_squared_error: 4.5516e-05 - val_loss: 2.1993e-05 - val_mean_squared_error: 2.1993e-05
Epoch 19/500
1018/1023 [============================>.] - ETA: 0s - loss: 4.5840e-05 - mean_squared_error: 4.5840e-05
Epoch 00019: loss did not improve from 0.00004
1023/1023 [==============================] - 8s 7ms/step - loss: 4.5668e-05 - mean_squared_error: 4.5668e-05 - val_loss: 2.2363e-05 - val_mean_squared_error: 2.2363e-05
Epoch 20/500
1018/1023 [============================>.] - ETA: 0s - loss: 4.6960e-05 - mean_squared_error: 4.6960e-05
Epoch 00020: loss did not improve from 0.00004
1023/1023 [==============================] - 6s 6ms/step - loss: 4.6813e-05 - mean_squared_error: 4.6813e-05 - val_loss: 2.2019e-05 - val_mean_squared_error: 2.2019e-05
Epoch 21/500
1021/1023 [============================>.] - ETA: 0s - loss: 4.7651e-05 - mean_squared_error: 4.7651e-05
Epoch 00021: loss did not improve from 0.00004
1023/1023 [==============================] - 7s 7ms/step - loss: 4.7587e-05 - mean_squared_error: 4.7587e-05 - val_loss: 2.2889e-05 - val_mean_squared_error: 2.2889e-05
Epoch 00021: early stopping
Epoch 1/500
1781/1792 [============================>.] - ETA: 0s - loss: 4.4319e-06 - mean_squared_error: 4.4319e-06
Epoch 00001: loss improved from inf to 0.00000, saving model to ./model_LSTM/35\01-0.0000.hdf5
1792/1792 [==============================] - 15s 8ms/step - loss: 4.4117e-06 - mean_squared_error: 4.4117e-06 - val_loss: 2.4402e-06 - val_mean_squared_error: 2.4402e-06
Epoch 2/500
1789/1792 [============================>.] - ETA: 0s - loss: 3.3522e-06 - mean_squared_error: 3.3522e-06
Epoch 00002: loss improved from 0.00000 to 0.00000, saving model to ./model_LSTM/35\02-0.0000.hdf5
1792/1792 [==============================] - 12s 7ms/step - loss: 3.3471e-06 - mean_squared_error: 3.3471e-06 - val_loss: 2.7031e-06 - val_mean_squared_error: 2.7031e-06
Epoch 3/500
1790/1792 [============================>.] - ETA: 0s - loss: 3.3561e-06 - mean_squared_error: 3.3561e-06
Epoch 00003: loss did not improve from 0.00000
1792/1792 [==============================] - 10s 6ms/step - loss: 3.3534e-06 - mean_squared_error: 3.3534e-06 - val_loss: 2.6401e-06 - val_mean_squared_error: 2.6401e-06
Epoch 4/500
1785/1792 [============================>.] - ETA: 0s - loss: 3.3049e-06 - mean_squared_error: 3.3049e-06
Epoch 00004: loss improved from 0.00000 to 0.00000, saving model to ./model_LSTM/35\04-0.0000.hdf5
1792/1792 [==============================] - 11s 6ms/step - loss: 3.2962e-06 - mean_squared_error: 3.2962e-06 - val_loss: 3.0276e-06 - val_mean_squared_error: 3.0276e-06
Epoch 5/500
1785/1792 [============================>.] - ETA: 0s - loss: 3.4508e-06 - mean_squared_error: 3.4508e-06
Epoch 00005: loss did not improve from 0.00000
1792/1792 [==============================] - 11s 6ms/step - loss: 3.4419e-06 - mean_squared_error: 3.4419e-06 - val_loss: 2.4893e-06 - val_mean_squared_error: 2.4893e-06
Epoch 6/500
1792/1792 [==============================] - ETA: 0s - loss: 3.0223e-06 - mean_squared_error: 3.0223e-06
Epoch 00006: loss improved from 0.00000 to 0.00000, saving model to ./model_LSTM/35\06-0.0000.hdf5
1792/1792 [==============================] - 11s 6ms/step - loss: 3.0223e-06 - mean_squared_error: 3.0223e-06 - val_loss: 2.4476e-06 - val_mean_squared_error: 2.4476e-06
Epoch 7/500
1789/1792 [============================>.] - ETA: 0s - loss: 2.9997e-06 - mean_squared_error: 2.9997e-06
Epoch 00007: loss improved from 0.00000 to 0.00000, saving model to ./model_LSTM/35\07-0.0000.hdf5
1792/1792 [==============================] - 18s 10ms/step - loss: 3.0007e-06 - mean_squared_error: 3.0007e-06 - val_loss: 3.1209e-06 - val_mean_squared_error: 3.1209e-06
Epoch 8/500
1787/1792 [============================>.] - ETA: 0s - loss: 3.0464e-06 - mean_squared_error: 3.0464e-06 ETA: 2s - loss: 3.2373e-06  - ETA: 
Epoch 00008: loss did not improve from 0.00000
1792/1792 [==============================] - 13s 8ms/step - loss: 3.0406e-06 - mean_squared_error: 3.0406e-06 - val_loss: 2.6470e-06 - val_mean_squared_error: 2.6470e-06
Epoch 9/500
1789/1792 [============================>.] - ETA: 0s - loss: 2.9609e-06 - mean_squared_error: 2.9609e-06
Epoch 00009: loss improved from 0.00000 to 0.00000, saving model to ./model_LSTM/35\09-0.0000.hdf5
1792/1792 [==============================] - 12s 7ms/step - loss: 2.9573e-06 - mean_squared_error: 2.9573e-06 - val_loss: 2.7630e-06 - val_mean_squared_error: 2.7630e-06
Epoch 10/500
1784/1792 [============================>.] - ETA: 0s - loss: 2.7341e-06 - mean_squared_error: 2.7341e-06
Epoch 00010: loss improved from 0.00000 to 0.00000, saving model to ./model_LSTM/35\10-0.0000.hdf5
1792/1792 [==============================] - 10s 6ms/step - loss: 2.7327e-06 - mean_squared_error: 2.7327e-06 - val_loss: 2.5921e-06 - val_mean_squared_error: 2.5921e-06
Epoch 11/500
1780/1792 [============================>.] - ETA: 0s - loss: 2.7790e-06 - mean_squared_error: 2.7790e-06
Epoch 00011: loss did not improve from 0.00000
1792/1792 [==============================] - 9s 5ms/step - loss: 2.8356e-06 - mean_squared_error: 2.8356e-06 - val_loss: 3.5894e-06 - val_mean_squared_error: 3.5894e-06
Epoch 12/500
1782/1792 [============================>.] - ETA: 0s - loss: 2.9242e-06 - mean_squared_error: 2.9242e-06
Epoch 00012: loss did not improve from 0.00000
1792/1792 [==============================] - 9s 5ms/step - loss: 2.9114e-06 - mean_squared_error: 2.9114e-06 - val_loss: 2.6885e-06 - val_mean_squared_error: 2.6885e-06
Epoch 13/500
1786/1792 [============================>.] - ETA: 0s - loss: 2.9056e-06 - mean_squared_error: 2.9056e-06
Epoch 00013: loss did not improve from 0.00000
1792/1792 [==============================] - 10s 5ms/step - loss: 2.9003e-06 - mean_squared_error: 2.9003e-06 - val_loss: 2.7091e-06 - val_mean_squared_error: 2.7091e-06
Epoch 14/500
1792/1792 [==============================] - ETA: 0s - loss: 2.6717e-06 - mean_squared_error: 2.6717e-06
Epoch 00014: loss improved from 0.00000 to 0.00000, saving model to ./model_LSTM/35\14-0.0000.hdf5
1792/1792 [==============================] - 11s 6ms/step - loss: 2.6717e-06 - mean_squared_error: 2.6717e-06 - val_loss: 2.5495e-06 - val_mean_squared_error: 2.5495e-06
Epoch 15/500
1785/1792 [============================>.] - ETA: 0s - loss: 2.5762e-06 - mean_squared_error: 2.5762e-06
Epoch 00015: loss improved from 0.00000 to 0.00000, saving model to ./model_LSTM/35\15-0.0000.hdf5
1792/1792 [==============================] - 10s 5ms/step - loss: 2.5880e-06 - mean_squared_error: 2.5880e-06 - val_loss: 4.1163e-06 - val_mean_squared_error: 4.1163e-06
Epoch 16/500
1790/1792 [============================>.] - ETA: 0s - loss: 2.6613e-06 - mean_squared_error: 2.6613e-06
Epoch 00016: loss did not improve from 0.00000
1792/1792 [==============================] - 9s 5ms/step - loss: 2.6717e-06 - mean_squared_error: 2.6717e-06 - val_loss: 4.3371e-06 - val_mean_squared_error: 4.3371e-06
Epoch 17/500
1782/1792 [============================>.] - ETA: 0s - loss: 2.6837e-06 - mean_squared_error: 2.6837e-06
Epoch 00017: loss did not improve from 0.00000
1792/1792 [==============================] - 9s 5ms/step - loss: 2.6717e-06 - mean_squared_error: 2.6717e-06 - val_loss: 2.5732e-06 - val_mean_squared_error: 2.5732e-06
Epoch 18/500
1789/1792 [============================>.] - ETA: 0s - loss: 2.8934e-06 - mean_squared_error: 2.8934e-06
Epoch 00018: loss did not improve from 0.00000
1792/1792 [==============================] - 11s 6ms/step - loss: 2.8983e-06 - mean_squared_error: 2.8983e-06 - val_loss: 2.9950e-06 - val_mean_squared_error: 2.9950e-06
Epoch 19/500
1786/1792 [============================>.] - ETA: 0s - loss: 2.5860e-06 - mean_squared_error: 2.5860e-06
Epoch 00019: loss improved from 0.00000 to 0.00000, saving model to ./model_LSTM/35\19-0.0000.hdf5
1792/1792 [==============================] - 13s 7ms/step - loss: 2.5815e-06 - mean_squared_error: 2.5815e-06 - val_loss: 2.5255e-06 - val_mean_squared_error: 2.5255e-06
Epoch 20/500
1792/1792 [==============================] - ETA: 0s - loss: 2.6435e-06 - mean_squared_error: 2.6435e-06
Epoch 00020: loss did not improve from 0.00000
1792/1792 [==============================] - 14s 8ms/step - loss: 2.6435e-06 - mean_squared_error: 2.6435e-06 - val_loss: 2.6740e-06 - val_mean_squared_error: 2.6740e-06
Epoch 21/500
1792/1792 [==============================] - ETA: 0s - loss: 2.6181e-06 - mean_squared_error: 2.6181e-06
Epoch 00021: loss did not improve from 0.00000
1792/1792 [==============================] - 19s 10ms/step - loss: 2.6181e-06 - mean_squared_error: 2.6181e-06 - val_loss: 2.5579e-06 - val_mean_squared_error: 2.5579e-06
Epoch 22/500
1786/1792 [============================>.] - ETA: 0s - loss: 2.6043e-06 - mean_squared_error: 2.6043e-06
Epoch 00022: loss did not improve from 0.00000
1792/1792 [==============================] - 16s 9ms/step - loss: 2.5969e-06 - mean_squared_error: 2.5969e-06 - val_loss: 2.5921e-06 - val_mean_squared_error: 2.5921e-06
Epoch 23/500
1782/1792 [============================>.] - ETA: 0s - loss: 2.5247e-06 - mean_squared_error: 2.5247e-06
Epoch 00023: loss improved from 0.00000 to 0.00000, saving model to ./model_LSTM/35\23-0.0000.hdf5
1792/1792 [==============================] - 12s 7ms/step - loss: 2.5125e-06 - mean_squared_error: 2.5125e-06 - val_loss: 2.5859e-06 - val_mean_squared_error: 2.5859e-06
Epoch 24/500
1789/1792 [============================>.] - ETA: 0s - loss: 2.6570e-06 - mean_squared_error: 2.6570e-06
Epoch 00024: loss did not improve from 0.00000
1792/1792 [==============================] - 12s 7ms/step - loss: 2.6557e-06 - mean_squared_error: 2.6557e-06 - val_loss: 3.0339e-06 - val_mean_squared_error: 3.0339e-06
Epoch 25/500
1787/1792 [============================>.] - ETA: 0s - loss: 2.5960e-06 - mean_squared_error: 2.5960e-06
Epoch 00025: loss did not improve from 0.00000
1792/1792 [==============================] - 13s 7ms/step - loss: 2.5906e-06 - mean_squared_error: 2.5906e-06 - val_loss: 2.8837e-06 - val_mean_squared_error: 2.8837e-06
Epoch 26/500
1791/1792 [============================>.] - ETA: 0s - loss: 2.7071e-06 - mean_squared_error: 2.7071e-06
Epoch 00026: loss did not improve from 0.00000
1792/1792 [==============================] - 12s 6ms/step - loss: 2.7056e-06 - mean_squared_error: 2.7056e-06 - val_loss: 2.4863e-06 - val_mean_squared_error: 2.4863e-06
Epoch 27/500
1790/1792 [============================>.] - ETA: 0s - loss: 2.5620e-06 - mean_squared_error: 2.5620e-06
Epoch 00027: loss did not improve from 0.00000
1792/1792 [==============================] - 11s 6ms/step - loss: 2.5604e-06 - mean_squared_error: 2.5604e-06 - val_loss: 2.8976e-06 - val_mean_squared_error: 2.8976e-06
Epoch 28/500
1784/1792 [============================>.] - ETA: 0s - loss: 2.5568e-06 - mean_squared_error: 2.5568e-06
Epoch 00028: loss did not improve from 0.00000
1792/1792 [==============================] - 10s 5ms/step - loss: 2.5472e-06 - mean_squared_error: 2.5472e-06 - val_loss: 2.7216e-06 - val_mean_squared_error: 2.7216e-06
Epoch 00028: early stopping
Epoch 1/500
1823/1829 [============================>.] - ETA: 0s - loss: 4.5357e-06 - mean_squared_error: 4.5357e-06
Epoch 00001: loss improved from inf to 0.00000, saving model to ./model_LSTM/36\01-0.0000.hdf5
1829/1829 [==============================] - 11s 6ms/step - loss: 4.5251e-06 - mean_squared_error: 4.5251e-06 - val_loss: 2.2052e-06 - val_mean_squared_error: 2.2052e-06
Epoch 2/500
1826/1829 [============================>.] - ETA: 0s - loss: 4.1598e-06 - mean_squared_error: 4.1598e-06
Epoch 00002: loss improved from 0.00000 to 0.00000, saving model to ./model_LSTM/36\02-0.0000.hdf5
1829/1829 [==============================] - 11s 6ms/step - loss: 4.1552e-06 - mean_squared_error: 4.1552e-06 - val_loss: 1.6803e-06 - val_mean_squared_error: 1.6803e-06
Epoch 3/500
1825/1829 [============================>.] - ETA: 0s - loss: 3.8380e-06 - mean_squared_error: 3.8380e-06
Epoch 00003: loss improved from 0.00000 to 0.00000, saving model to ./model_LSTM/36\03-0.0000.hdf5
1829/1829 [==============================] - 14s 8ms/step - loss: 3.8328e-06 - mean_squared_error: 3.8328e-06 - val_loss: 1.5705e-06 - val_mean_squared_error: 1.5705e-06
Epoch 4/500
1828/1829 [============================>.] - ETA: 0s - loss: 3.8318e-06 - mean_squared_error: 3.8318e-06
Epoch 00004: loss improved from 0.00000 to 0.00000, saving model to ./model_LSTM/36\04-0.0000.hdf5
1829/1829 [==============================] - 18s 10ms/step - loss: 3.8310e-06 - mean_squared_error: 3.8310e-06 - val_loss: 1.8453e-06 - val_mean_squared_error: 1.8453e-06
Epoch 5/500
1824/1829 [============================>.] - ETA: 0s - loss: 3.9219e-06 - mean_squared_error: 3.9219e-06
Epoch 00005: loss did not improve from 0.00000
1829/1829 [==============================] - 18s 10ms/step - loss: 3.9173e-06 - mean_squared_error: 3.9173e-06 - val_loss: 2.2148e-06 - val_mean_squared_error: 2.2148e-06
Epoch 6/500
1825/1829 [============================>.] - ETA: 0s - loss: 3.9158e-06 - mean_squared_error: 3.9158e-06
Epoch 00006: loss did not improve from 0.00000
1829/1829 [==============================] - 12s 6ms/step - loss: 3.9106e-06 - mean_squared_error: 3.9106e-06 - val_loss: 1.9512e-06 - val_mean_squared_error: 1.9512e-06
Epoch 7/500
1828/1829 [============================>.] - ETA: 0s - loss: 3.5291e-06 - mean_squared_error: 3.5291e-06
Epoch 00007: loss improved from 0.00000 to 0.00000, saving model to ./model_LSTM/36\07-0.0000.hdf5
1829/1829 [==============================] - 11s 6ms/step - loss: 3.5284e-06 - mean_squared_error: 3.5284e-06 - val_loss: 1.8991e-06 - val_mean_squared_error: 1.8991e-06
Epoch 8/500
1821/1829 [============================>.] - ETA: 0s - loss: 3.7779e-06 - mean_squared_error: 3.7779e-06
Epoch 00008: loss did not improve from 0.00000
1829/1829 [==============================] - 13s 7ms/step - loss: 3.7744e-06 - mean_squared_error: 3.7744e-06 - val_loss: 2.6024e-06 - val_mean_squared_error: 2.6024e-06
Epoch 9/500
1820/1829 [============================>.] - ETA: 0s - loss: 3.6907e-06 - mean_squared_error: 3.6907e-06
Epoch 00009: loss did not improve from 0.00000
1829/1829 [==============================] - 11s 6ms/step - loss: 3.6830e-06 - mean_squared_error: 3.6830e-06 - val_loss: 1.7974e-06 - val_mean_squared_error: 1.7974e-06
Epoch 10/500
1821/1829 [============================>.] - ETA: 0s - loss: 3.7286e-06 - mean_squared_error: 3.7286e-06
Epoch 00010: loss did not improve from 0.00000
1829/1829 [==============================] - 9s 5ms/step - loss: 3.7204e-06 - mean_squared_error: 3.7204e-06 - val_loss: 2.4215e-06 - val_mean_squared_error: 2.4215e-06
Epoch 11/500
1819/1829 [============================>.] - ETA: 0s - loss: 3.6969e-06 - mean_squared_error: 3.6969e-06
Epoch 00011: loss did not improve from 0.00000
1829/1829 [==============================] - 10s 5ms/step - loss: 3.6827e-06 - mean_squared_error: 3.6827e-06 - val_loss: 1.6024e-06 - val_mean_squared_error: 1.6024e-06
Epoch 12/500
1828/1829 [============================>.] - ETA: 0s - loss: 3.4541e-06 - mean_squared_error: 3.4541e-06
Epoch 00012: loss improved from 0.00000 to 0.00000, saving model to ./model_LSTM/36\12-0.0000.hdf5
1829/1829 [==============================] - 9s 5ms/step - loss: 3.4534e-06 - mean_squared_error: 3.4534e-06 - val_loss: 6.5450e-06 - val_mean_squared_error: 6.5450e-06
Epoch 13/500
1828/1829 [============================>.] - ETA: 0s - loss: 3.3858e-06 - mean_squared_error: 3.3858e-06
Epoch 00013: loss improved from 0.00000 to 0.00000, saving model to ./model_LSTM/36\13-0.0000.hdf5
1829/1829 [==============================] - 10s 5ms/step - loss: 3.3906e-06 - mean_squared_error: 3.3906e-06 - val_loss: 1.8329e-06 - val_mean_squared_error: 1.8329e-06
Epoch 14/500
1828/1829 [============================>.] - ETA: 0s - loss: 3.7159e-06 - mean_squared_error: 3.7159e-06
Epoch 00014: loss did not improve from 0.00000
1829/1829 [==============================] - 10s 5ms/step - loss: 3.7151e-06 - mean_squared_error: 3.7151e-06 - val_loss: 1.2583e-06 - val_mean_squared_error: 1.2583e-06
Epoch 15/500
1822/1829 [============================>.] - ETA: 0s - loss: 3.8870e-06 - mean_squared_error: 3.8870e-06
Epoch 00015: loss did not improve from 0.00000
1829/1829 [==============================] - 10s 6ms/step - loss: 3.8845e-06 - mean_squared_error: 3.8845e-06 - val_loss: 1.5878e-06 - val_mean_squared_error: 1.5878e-06
Epoch 16/500
1828/1829 [============================>.] - ETA: 0s - loss: 3.5127e-06 - mean_squared_error: 3.5127e-06
Epoch 00016: loss did not improve from 0.00000
1829/1829 [==============================] - 11s 6ms/step - loss: 3.5121e-06 - mean_squared_error: 3.5121e-06 - val_loss: 1.4651e-06 - val_mean_squared_error: 1.4651e-06
Epoch 17/500
1828/1829 [============================>.] - ETA: 0s - loss: 3.4250e-06 - mean_squared_error: 3.4250e-06
Epoch 00017: loss did not improve from 0.00000
1829/1829 [==============================] - 11s 6ms/step - loss: 3.4245e-06 - mean_squared_error: 3.4245e-06 - val_loss: 1.5942e-06 - val_mean_squared_error: 1.5942e-06
Epoch 18/500
1826/1829 [============================>.] - ETA: 0s - loss: 3.5022e-06 - mean_squared_error: 3.5022e-06
Epoch 00018: loss did not improve from 0.00000
1829/1829 [==============================] - 12s 7ms/step - loss: 3.5060e-06 - mean_squared_error: 3.5060e-06 - val_loss: 1.9120e-06 - val_mean_squared_error: 1.9120e-06
Epoch 00018: early stopping
Epoch 1/500
2156/2156 [==============================] - ETA: 0s - loss: 5.0688e-06 - mean_squared_error: 5.0688e-06
Epoch 00001: loss improved from inf to 0.00001, saving model to ./model_LSTM/37\01-0.0000.hdf5
2156/2156 [==============================] - 15s 7ms/step - loss: 5.0688e-06 - mean_squared_error: 5.0688e-06 - val_loss: 4.6900e-06 - val_mean_squared_error: 4.6900e-06
Epoch 2/500
2154/2156 [============================>.] - ETA: 0s - loss: 5.1066e-06 - mean_squared_error: 5.1066e-06
Epoch 00002: loss did not improve from 0.00001
2156/2156 [==============================] - 13s 6ms/step - loss: 5.1031e-06 - mean_squared_error: 5.1031e-06 - val_loss: 3.4339e-06 - val_mean_squared_error: 3.4339e-06
Epoch 3/500
2156/2156 [==============================] - ETA: 0s - loss: 5.1306e-06 - mean_squared_error: 5.1306e-06
Epoch 00003: loss did not improve from 0.00001
2156/2156 [==============================] - 12s 5ms/step - loss: 5.1306e-06 - mean_squared_error: 5.1306e-06 - val_loss: 3.1105e-06 - val_mean_squared_error: 3.1105e-06
Epoch 4/500
2147/2156 [============================>.] - ETA: 0s - loss: 4.9181e-06 - mean_squared_error: 4.9181e-06
Epoch 00004: loss improved from 0.00001 to 0.00000, saving model to ./model_LSTM/37\04-0.0000.hdf5
2156/2156 [==============================] - 11s 5ms/step - loss: 4.9092e-06 - mean_squared_error: 4.9092e-06 - val_loss: 3.1595e-06 - val_mean_squared_error: 3.1595e-06
Epoch 5/500
2148/2156 [============================>.] - ETA: 0s - loss: 5.1112e-06 - mean_squared_error: 5.1112e-06
Epoch 00005: loss did not improve from 0.00000
2156/2156 [==============================] - 11s 5ms/step - loss: 5.1043e-06 - mean_squared_error: 5.1043e-06 - val_loss: 4.0292e-06 - val_mean_squared_error: 4.0292e-06
Epoch 6/500
2152/2156 [============================>.] - ETA: 0s - loss: 4.9233e-06 - mean_squared_error: 4.9233e-06
Epoch 00006: loss did not improve from 0.00000
2156/2156 [==============================] - 11s 5ms/step - loss: 5.0015e-06 - mean_squared_error: 5.0015e-06 - val_loss: 3.1204e-06 - val_mean_squared_error: 3.1204e-06
Epoch 7/500
2156/2156 [==============================] - ETA: 0s - loss: 4.7970e-06 - mean_squared_error: 4.7970e-06
Epoch 00007: loss improved from 0.00000 to 0.00000, saving model to ./model_LSTM/37\07-0.0000.hdf5
2156/2156 [==============================] - 11s 5ms/step - loss: 4.7970e-06 - mean_squared_error: 4.7970e-06 - val_loss: 4.0923e-06 - val_mean_squared_error: 4.0923e-06
Epoch 8/500
2153/2156 [============================>.] - ETA: 0s - loss: 4.6907e-06 - mean_squared_error: 4.6907e-06
Epoch 00008: loss improved from 0.00000 to 0.00000, saving model to ./model_LSTM/37\08-0.0000.hdf5
2156/2156 [==============================] - 11s 5ms/step - loss: 4.6904e-06 - mean_squared_error: 4.6904e-06 - val_loss: 3.2385e-06 - val_mean_squared_error: 3.2385e-06
Epoch 9/500
2149/2156 [============================>.] - ETA: 0s - loss: 4.9587e-06 - mean_squared_error: 4.9587e-06
Epoch 00009: loss did not improve from 0.00000
2156/2156 [==============================] - 12s 5ms/step - loss: 4.9654e-06 - mean_squared_error: 4.9654e-06 - val_loss: 3.5946e-06 - val_mean_squared_error: 3.5946e-06
Epoch 10/500
2156/2156 [==============================] - ETA: 0s - loss: 4.8591e-06 - mean_squared_error: 4.8591e-06
Epoch 00010: loss did not improve from 0.00000
2156/2156 [==============================] - 12s 6ms/step - loss: 4.8591e-06 - mean_squared_error: 4.8591e-06 - val_loss: 5.8629e-06 - val_mean_squared_error: 5.8629e-06
Epoch 11/500
2156/2156 [==============================] - ETA: 0s - loss: 4.7164e-06 - mean_squared_error: 4.7164e-06
Epoch 00011: loss did not improve from 0.00000
2156/2156 [==============================] - 13s 6ms/step - loss: 4.7164e-06 - mean_squared_error: 4.7164e-06 - val_loss: 3.8595e-06 - val_mean_squared_error: 3.8595e-06
Epoch 12/500
2148/2156 [============================>.] - ETA: 0s - loss: 4.8573e-06 - mean_squared_error: 4.8573e-06
Epoch 00012: loss did not improve from 0.00000
2156/2156 [==============================] - 14s 6ms/step - loss: 4.8551e-06 - mean_squared_error: 4.8551e-06 - val_loss: 3.1809e-06 - val_mean_squared_error: 3.1809e-06
Epoch 13/500
2152/2156 [============================>.] - ETA: 0s - loss: 4.7909e-06 - mean_squared_error: 4.7909e-06
Epoch 00013: loss did not improve from 0.00000
2156/2156 [==============================] - 15s 7ms/step - loss: 4.7854e-06 - mean_squared_error: 4.7854e-06 - val_loss: 3.9679e-06 - val_mean_squared_error: 3.9679e-06
Epoch 00013: early stopping
Epoch 1/500
2057/2058 [============================>.] - ETA: 0s - loss: 4.5863e-05 - mean_squared_error: 4.5863e-05
Epoch 00001: loss improved from inf to 0.00005, saving model to ./model_LSTM/38\01-0.0000.hdf5
2058/2058 [==============================] - 15s 7ms/step - loss: 4.5851e-05 - mean_squared_error: 4.5851e-05 - val_loss: 1.2632e-05 - val_mean_squared_error: 1.2632e-05
Epoch 2/500
2057/2058 [============================>.] - ETA: 0s - loss: 4.3801e-05 - mean_squared_error: 4.3801e-05
Epoch 00002: loss improved from 0.00005 to 0.00004, saving model to ./model_LSTM/38\02-0.0000.hdf5
2058/2058 [==============================] - 12s 6ms/step - loss: 4.3787e-05 - mean_squared_error: 4.3787e-05 - val_loss: 1.3574e-05 - val_mean_squared_error: 1.3574e-05
Epoch 3/500
2050/2058 [============================>.] - ETA: 0s - loss: 4.2144e-05 - mean_squared_error: 4.2144e-05
Epoch 00003: loss improved from 0.00004 to 0.00004, saving model to ./model_LSTM/38\03-0.0000.hdf5
2058/2058 [==============================] - 11s 5ms/step - loss: 4.2022e-05 - mean_squared_error: 4.2022e-05 - val_loss: 1.4255e-05 - val_mean_squared_error: 1.4255e-05
Epoch 4/500
2053/2058 [============================>.] - ETA: 0s - loss: 4.0040e-05 - mean_squared_error: 4.0040e-05
Epoch 00004: loss improved from 0.00004 to 0.00004, saving model to ./model_LSTM/38\04-0.0000.hdf5
2058/2058 [==============================] - 11s 5ms/step - loss: 3.9949e-05 - mean_squared_error: 3.9949e-05 - val_loss: 1.3135e-05 - val_mean_squared_error: 1.3135e-05
Epoch 5/500
2052/2058 [============================>.] - ETA: 0s - loss: 3.8353e-05 - mean_squared_error: 3.8353e-05
Epoch 00005: loss improved from 0.00004 to 0.00004, saving model to ./model_LSTM/38\05-0.0000.hdf5
2058/2058 [==============================] - 10s 5ms/step - loss: 3.8395e-05 - mean_squared_error: 3.8395e-05 - val_loss: 1.5052e-05 - val_mean_squared_error: 1.5052e-05
Epoch 6/500
2050/2058 [============================>.] - ETA: 0s - loss: 3.6596e-05 - mean_squared_error: 3.6596e-05
Epoch 00006: loss improved from 0.00004 to 0.00004, saving model to ./model_LSTM/38\06-0.0000.hdf5
2058/2058 [==============================] - 10s 5ms/step - loss: 3.6515e-05 - mean_squared_error: 3.6515e-05 - val_loss: 3.0229e-05 - val_mean_squared_error: 3.0229e-05
Epoch 7/500
2051/2058 [============================>.] - ETA: 0s - loss: 3.7160e-05 - mean_squared_error: 3.7160e-05
Epoch 00007: loss did not improve from 0.00004
2058/2058 [==============================] - 11s 5ms/step - loss: 3.7044e-05 - mean_squared_error: 3.7044e-05 - val_loss: 1.3705e-05 - val_mean_squared_error: 1.3705e-05
Epoch 8/500
2058/2058 [==============================] - ETA: 0s - loss: 3.5060e-05 - mean_squared_error: 3.5060e-05
Epoch 00008: loss improved from 0.00004 to 0.00004, saving model to ./model_LSTM/38\08-0.0000.hdf5
2058/2058 [==============================] - 12s 6ms/step - loss: 3.5060e-05 - mean_squared_error: 3.5060e-05 - val_loss: 1.4513e-05 - val_mean_squared_error: 1.4513e-05
Epoch 9/500
2058/2058 [==============================] - ETA: 0s - loss: 3.1766e-05 - mean_squared_error: 3.1766e-05
Epoch 00009: loss improved from 0.00004 to 0.00003, saving model to ./model_LSTM/38\09-0.0000.hdf5
2058/2058 [==============================] - 12s 6ms/step - loss: 3.1766e-05 - mean_squared_error: 3.1766e-05 - val_loss: 1.4224e-05 - val_mean_squared_error: 1.4224e-05
Epoch 10/500
2057/2058 [============================>.] - ETA: 0s - loss: 2.9579e-05 - mean_squared_error: 2.9579e-05
Epoch 00010: loss improved from 0.00003 to 0.00003, saving model to ./model_LSTM/38\10-0.0000.hdf5
2058/2058 [==============================] - 12s 6ms/step - loss: 2.9570e-05 - mean_squared_error: 2.9570e-05 - val_loss: 1.3642e-05 - val_mean_squared_error: 1.3642e-05
Epoch 11/500
2057/2058 [============================>.] - ETA: 0s - loss: 3.4118e-05 - mean_squared_error: 3.4118e-05
Epoch 00011: loss did not improve from 0.00003
2058/2058 [==============================] - 14s 7ms/step - loss: 3.4107e-05 - mean_squared_error: 3.4107e-05 - val_loss: 1.3651e-05 - val_mean_squared_error: 1.3651e-05
Epoch 12/500
2052/2058 [============================>.] - ETA: 0s - loss: 2.6594e-05 - mean_squared_error: 2.6594e-05
Epoch 00012: loss improved from 0.00003 to 0.00003, saving model to ./model_LSTM/38\12-0.0000.hdf5
2058/2058 [==============================] - 15s 7ms/step - loss: 2.6540e-05 - mean_squared_error: 2.6540e-05 - val_loss: 1.3260e-05 - val_mean_squared_error: 1.3260e-05
Epoch 13/500
2054/2058 [============================>.] - ETA: 0s - loss: 2.0518e-05 - mean_squared_error: 2.0518e-05
Epoch 00013: loss improved from 0.00003 to 0.00003, saving model to ./model_LSTM/38\13-0.0000.hdf5
2058/2058 [==============================] - 13s 6ms/step - loss: 2.5398e-05 - mean_squared_error: 2.5398e-05 - val_loss: 2.8989e-05 - val_mean_squared_error: 2.8989e-05
Epoch 14/500
2057/2058 [============================>.] - ETA: 0s - loss: 2.9763e-05 - mean_squared_error: 2.9763e-05
Epoch 00014: loss did not improve from 0.00003
2058/2058 [==============================] - 12s 6ms/step - loss: 2.9753e-05 - mean_squared_error: 2.9753e-05 - val_loss: 1.4343e-05 - val_mean_squared_error: 1.4343e-05
Epoch 15/500
2048/2058 [============================>.] - ETA: 0s - loss: 2.7988e-05 - mean_squared_error: 2.7988e-05
Epoch 00015: loss did not improve from 0.00003
2058/2058 [==============================] - 11s 6ms/step - loss: 2.7996e-05 - mean_squared_error: 2.7996e-05 - val_loss: 1.5752e-05 - val_mean_squared_error: 1.5752e-05
Epoch 16/500
2052/2058 [============================>.] - ETA: 0s - loss: 2.5299e-05 - mean_squared_error: 2.5299e-05
Epoch 00016: loss improved from 0.00003 to 0.00003, saving model to ./model_LSTM/38\16-0.0000.hdf5
2058/2058 [==============================] - 10s 5ms/step - loss: 2.5278e-05 - mean_squared_error: 2.5278e-05 - val_loss: 1.3936e-05 - val_mean_squared_error: 1.3936e-05
Epoch 17/500
2056/2058 [============================>.] - ETA: 0s - loss: 2.3495e-05 - mean_squared_error: 2.3495e-05
Epoch 00017: loss improved from 0.00003 to 0.00002, saving model to ./model_LSTM/38\17-0.0000.hdf5
2058/2058 [==============================] - 10s 5ms/step - loss: 2.3479e-05 - mean_squared_error: 2.3479e-05 - val_loss: 1.3824e-05 - val_mean_squared_error: 1.3824e-05
Epoch 18/500
2057/2058 [============================>.] - ETA: 0s - loss: 2.1790e-05 - mean_squared_error: 2.1790e-05
Epoch 00018: loss improved from 0.00002 to 0.00002, saving model to ./model_LSTM/38\18-0.0000.hdf5
2058/2058 [==============================] - 12s 6ms/step - loss: 2.1784e-05 - mean_squared_error: 2.1784e-05 - val_loss: 1.4314e-05 - val_mean_squared_error: 1.4314e-05
Epoch 19/500
2052/2058 [============================>.] - ETA: 0s - loss: 2.0937e-05 - mean_squared_error: 2.0937e-05
Epoch 00019: loss improved from 0.00002 to 0.00002, saving model to ./model_LSTM/38\19-0.0000.hdf5
2058/2058 [==============================] - 11s 6ms/step - loss: 2.0883e-05 - mean_squared_error: 2.0883e-05 - val_loss: 1.3856e-05 - val_mean_squared_error: 1.3856e-05
Epoch 20/500
2056/2058 [============================>.] - ETA: 0s - loss: 1.9092e-05 - mean_squared_error: 1.9092e-05
Epoch 00020: loss improved from 0.00002 to 0.00002, saving model to ./model_LSTM/38\20-0.0000.hdf5
2058/2058 [==============================] - 12s 6ms/step - loss: 1.9078e-05 - mean_squared_error: 1.9078e-05 - val_loss: 1.7081e-05 - val_mean_squared_error: 1.7081e-05
Epoch 21/500
2055/2058 [============================>.] - ETA: 0s - loss: 2.1274e-05 - mean_squared_error: 2.1274e-05
Epoch 00021: loss did not improve from 0.00002
2058/2058 [==============================] - 13s 6ms/step - loss: 2.1257e-05 - mean_squared_error: 2.1257e-05 - val_loss: 1.6405e-05 - val_mean_squared_error: 1.6405e-05
Epoch 22/500
2055/2058 [============================>.] - ETA: 0s - loss: 2.1031e-05 - mean_squared_error: 2.1031e-05
Epoch 00022: loss did not improve from 0.00002
2058/2058 [==============================] - 22s 11ms/step - loss: 2.1005e-05 - mean_squared_error: 2.1005e-05 - val_loss: 1.3621e-05 - val_mean_squared_error: 1.3621e-05
Epoch 23/500
2053/2058 [============================>.] - ETA: 0s - loss: 2.2952e-05 - mean_squared_error: 2.2952e-05
Epoch 00023: loss did not improve from 0.00002
2058/2058 [==============================] - 22s 11ms/step - loss: 2.2942e-05 - mean_squared_error: 2.2942e-05 - val_loss: 1.3633e-05 - val_mean_squared_error: 1.3633e-05
Epoch 24/500
2049/2058 [============================>.] - ETA: 0s - loss: 1.8781e-05 - mean_squared_error: 1.8781e-05
Epoch 00024: loss improved from 0.00002 to 0.00002, saving model to ./model_LSTM/38\24-0.0000.hdf5
2058/2058 [==============================] - 16s 8ms/step - loss: 1.8725e-05 - mean_squared_error: 1.8725e-05 - val_loss: 1.3488e-05 - val_mean_squared_error: 1.3488e-05
Epoch 25/500
2056/2058 [============================>.] - ETA: 0s - loss: 1.9174e-05 - mean_squared_error: 1.9174e-05
Epoch 00025: loss did not improve from 0.00002
2058/2058 [==============================] - 14s 7ms/step - loss: 1.9159e-05 - mean_squared_error: 1.9159e-05 - val_loss: 1.4325e-05 - val_mean_squared_error: 1.4325e-05
Epoch 26/500
2053/2058 [============================>.] - ETA: 0s - loss: 2.0957e-05 - mean_squared_error: 2.0957e-05
Epoch 00026: loss did not improve from 0.00002
2058/2058 [==============================] - 11s 6ms/step - loss: 2.0912e-05 - mean_squared_error: 2.0912e-05 - val_loss: 1.3544e-05 - val_mean_squared_error: 1.3544e-05
Epoch 27/500
2048/2058 [============================>.] - ETA: 0s - loss: 2.0199e-05 - mean_squared_error: 2.0199e-05
Epoch 00027: loss did not improve from 0.00002
2058/2058 [==============================] - 10s 5ms/step - loss: 2.0287e-05 - mean_squared_error: 2.0287e-05 - val_loss: 1.4752e-05 - val_mean_squared_error: 1.4752e-05
Epoch 28/500
2057/2058 [============================>.] - ETA: 0s - loss: 1.7450e-05 - mean_squared_error: 1.7450e-05
Epoch 00028: loss improved from 0.00002 to 0.00002, saving model to ./model_LSTM/38\28-0.0000.hdf5
2058/2058 [==============================] - 11s 5ms/step - loss: 1.7445e-05 - mean_squared_error: 1.7445e-05 - val_loss: 1.3820e-05 - val_mean_squared_error: 1.3820e-05
Epoch 29/500
2054/2058 [============================>.] - ETA: 0s - loss: 1.7634e-05 - mean_squared_error: 1.7634e-05
Epoch 00029: loss did not improve from 0.00002
2058/2058 [==============================] - 11s 5ms/step - loss: 1.7609e-05 - mean_squared_error: 1.7609e-05 - val_loss: 1.3493e-05 - val_mean_squared_error: 1.3493e-05
Epoch 30/500
2053/2058 [============================>.] - ETA: 0s - loss: 1.8014e-05 - mean_squared_error: 1.8014e-05
Epoch 00030: loss did not improve from 0.00002
2058/2058 [==============================] - 13s 6ms/step - loss: 1.7979e-05 - mean_squared_error: 1.7979e-05 - val_loss: 1.3411e-05 - val_mean_squared_error: 1.3411e-05
Epoch 31/500
2054/2058 [============================>.] - ETA: 0s - loss: 1.9869e-05 - mean_squared_error: 1.9869e-05
Epoch 00031: loss did not improve from 0.00002
2058/2058 [==============================] - 12s 6ms/step - loss: 1.9844e-05 - mean_squared_error: 1.9844e-05 - val_loss: 1.3382e-05 - val_mean_squared_error: 1.3382e-05
Epoch 32/500
2054/2058 [============================>.] - ETA: 0s - loss: 2.0773e-05 - mean_squared_error: 2.0773e-05
Epoch 00032: loss did not improve from 0.00002
2058/2058 [==============================] - 14s 7ms/step - loss: 2.0765e-05 - mean_squared_error: 2.0765e-05 - val_loss: 2.8332e-05 - val_mean_squared_error: 2.8332e-05
Epoch 33/500
2051/2058 [============================>.] - ETA: 0s - loss: 1.7794e-05 - mean_squared_error: 1.7794e-05
Epoch 00033: loss did not improve from 0.00002
2058/2058 [==============================] - 12s 6ms/step - loss: 1.7755e-05 - mean_squared_error: 1.7755e-05 - val_loss: 1.4260e-05 - val_mean_squared_error: 1.4260e-05
Epoch 00033: early stopping
Epoch 1/500
2162/2171 [============================>.] - ETA: 0s - loss: 7.8650e-06 - mean_squared_error: 7.8650e-06
Epoch 00001: loss improved from inf to 0.00001, saving model to ./model_LSTM/39\01-0.0000.hdf5
2171/2171 [==============================] - 14s 6ms/step - loss: 7.8518e-06 - mean_squared_error: 7.8518e-06 - val_loss: 1.6541e-06 - val_mean_squared_error: 1.6541e-06
Epoch 2/500
2167/2171 [============================>.] - ETA: 0s - loss: 5.4537e-06 - mean_squared_error: 5.4537e-06
Epoch 00002: loss improved from 0.00001 to 0.00001, saving model to ./model_LSTM/39\02-0.0000.hdf5
2171/2171 [==============================] - 16s 7ms/step - loss: 5.4494e-06 - mean_squared_error: 5.4494e-06 - val_loss: 1.6997e-06 - val_mean_squared_error: 1.6997e-06
Epoch 3/500
2168/2171 [============================>.] - ETA: 0s - loss: 5.3817e-06 - mean_squared_error: 5.3817e-06
Epoch 00003: loss improved from 0.00001 to 0.00001, saving model to ./model_LSTM/39\03-0.0000.hdf5
2171/2171 [==============================] - 15s 7ms/step - loss: 5.3772e-06 - mean_squared_error: 5.3772e-06 - val_loss: 1.5582e-06 - val_mean_squared_error: 1.5582e-06
Epoch 4/500
2167/2171 [============================>.] - ETA: 0s - loss: 5.2010e-06 - mean_squared_error: 5.2010e-06
Epoch 00004: loss improved from 0.00001 to 0.00001, saving model to ./model_LSTM/39\04-0.0000.hdf5
2171/2171 [==============================] - 13s 6ms/step - loss: 5.2012e-06 - mean_squared_error: 5.2012e-06 - val_loss: 1.5572e-06 - val_mean_squared_error: 1.5572e-06
Epoch 5/500
2166/2171 [============================>.] - ETA: 0s - loss: 5.0940e-06 - mean_squared_error: 5.0940e-06
Epoch 00005: loss improved from 0.00001 to 0.00001, saving model to ./model_LSTM/39\05-0.0000.hdf5
2171/2171 [==============================] - 12s 5ms/step - loss: 5.0951e-06 - mean_squared_error: 5.0951e-06 - val_loss: 1.4897e-06 - val_mean_squared_error: 1.4897e-06
Epoch 6/500
2166/2171 [============================>.] - ETA: 0s - loss: 5.2390e-06 - mean_squared_error: 5.2390e-06
Epoch 00006: loss did not improve from 0.00001
2171/2171 [==============================] - 11s 5ms/step - loss: 5.2373e-06 - mean_squared_error: 5.2373e-06 - val_loss: 1.7190e-06 - val_mean_squared_error: 1.7190e-06
Epoch 7/500
2171/2171 [==============================] - ETA: 0s - loss: 5.0228e-06 - mean_squared_error: 5.0228e-06
Epoch 00007: loss improved from 0.00001 to 0.00001, saving model to ./model_LSTM/39\07-0.0000.hdf5
2171/2171 [==============================] - 11s 5ms/step - loss: 5.0228e-06 - mean_squared_error: 5.0228e-06 - val_loss: 2.6597e-06 - val_mean_squared_error: 2.6597e-06
Epoch 8/500
2167/2171 [============================>.] - ETA: 0s - loss: 5.0353e-06 - mean_squared_error: 5.0353e-06
Epoch 00008: loss did not improve from 0.00001
2171/2171 [==============================] - 12s 5ms/step - loss: 5.0317e-06 - mean_squared_error: 5.0317e-06 - val_loss: 2.4118e-06 - val_mean_squared_error: 2.4118e-06
Epoch 9/500
2165/2171 [============================>.] - ETA: 0s - loss: 5.0182e-06 - mean_squared_error: 5.0182e-06
Epoch 00009: loss improved from 0.00001 to 0.00001, saving model to ./model_LSTM/39\09-0.0000.hdf5
2171/2171 [==============================] - 14s 6ms/step - loss: 5.0209e-06 - mean_squared_error: 5.0209e-06 - val_loss: 2.0370e-06 - val_mean_squared_error: 2.0370e-06
Epoch 10/500
2165/2171 [============================>.] - ETA: 0s - loss: 4.9407e-06 - mean_squared_error: 4.9407e-06
Epoch 00010: loss improved from 0.00001 to 0.00000, saving model to ./model_LSTM/39\10-0.0000.hdf5
2171/2171 [==============================] - 13s 6ms/step - loss: 4.9391e-06 - mean_squared_error: 4.9391e-06 - val_loss: 2.5195e-06 - val_mean_squared_error: 2.5195e-06
Epoch 11/500
2170/2171 [============================>.] - ETA: 0s - loss: 5.1285e-06 - mean_squared_error: 5.1285e-06
Epoch 00011: loss did not improve from 0.00000
2171/2171 [==============================] - 13s 6ms/step - loss: 5.1285e-06 - mean_squared_error: 5.1285e-06 - val_loss: 4.8347e-06 - val_mean_squared_error: 4.8347e-06
Epoch 12/500
2171/2171 [==============================] - ETA: 0s - loss: 4.9152e-06 - mean_squared_error: 4.9152e-06
Epoch 00012: loss improved from 0.00000 to 0.00000, saving model to ./model_LSTM/39\12-0.0000.hdf5
2171/2171 [==============================] - 15s 7ms/step - loss: 4.9152e-06 - mean_squared_error: 4.9152e-06 - val_loss: 2.1663e-06 - val_mean_squared_error: 2.1663e-06
Epoch 13/500
2166/2171 [============================>.] - ETA: 0s - loss: 4.8890e-06 - mean_squared_error: 4.8890e-06
Epoch 00013: loss improved from 0.00000 to 0.00000, saving model to ./model_LSTM/39\13-0.0000.hdf5
2171/2171 [==============================] - 14s 6ms/step - loss: 4.8844e-06 - mean_squared_error: 4.8844e-06 - val_loss: 1.9393e-06 - val_mean_squared_error: 1.9393e-06
Epoch 14/500
2167/2171 [============================>.] - ETA: 0s - loss: 4.9103e-06 - mean_squared_error: 4.9103e-06
Epoch 00014: loss did not improve from 0.00000
2171/2171 [==============================] - 15s 7ms/step - loss: 4.9054e-06 - mean_squared_error: 4.9054e-06 - val_loss: 1.7635e-06 - val_mean_squared_error: 1.7635e-06
Epoch 15/500
2168/2171 [============================>.] - ETA: 0s - loss: 4.9587e-06 - mean_squared_error: 4.9587e-06
Epoch 00015: loss did not improve from 0.00000
2171/2171 [==============================] - 13s 6ms/step - loss: 4.9702e-06 - mean_squared_error: 4.9702e-06 - val_loss: 1.7229e-06 - val_mean_squared_error: 1.7229e-06
Epoch 16/500
2161/2171 [============================>.] - ETA: 0s - loss: 4.8391e-06 - mean_squared_error: 4.8391e-06
Epoch 00016: loss improved from 0.00000 to 0.00000, saving model to ./model_LSTM/39\16-0.0000.hdf5
2171/2171 [==============================] - 14s 6ms/step - loss: 4.8325e-06 - mean_squared_error: 4.8325e-06 - val_loss: 3.5537e-06 - val_mean_squared_error: 3.5537e-06
Epoch 17/500
2167/2171 [============================>.] - ETA: 0s - loss: 4.8085e-06 - mean_squared_error: 4.8085e-06
Epoch 00017: loss improved from 0.00000 to 0.00000, saving model to ./model_LSTM/39\17-0.0000.hdf5
2171/2171 [==============================] - 12s 6ms/step - loss: 4.8094e-06 - mean_squared_error: 4.8094e-06 - val_loss: 1.9886e-06 - val_mean_squared_error: 1.9886e-06
Epoch 18/500
2164/2171 [============================>.] - ETA: 0s - loss: 4.8140e-06 - mean_squared_error: 4.8140e-06
Epoch 00018: loss improved from 0.00000 to 0.00000, saving model to ./model_LSTM/39\18-0.0000.hdf5
2171/2171 [==============================] - 11s 5ms/step - loss: 4.8057e-06 - mean_squared_error: 4.8057e-06 - val_loss: 1.8125e-06 - val_mean_squared_error: 1.8125e-06
Epoch 19/500
2164/2171 [============================>.] - ETA: 0s - loss: 4.8182e-06 - mean_squared_error: 4.8182e-06
Epoch 00019: loss did not improve from 0.00000
2171/2171 [==============================] - 11s 5ms/step - loss: 4.8120e-06 - mean_squared_error: 4.8120e-06 - val_loss: 1.8962e-06 - val_mean_squared_error: 1.8962e-06
Epoch 20/500
2164/2171 [============================>.] - ETA: 0s - loss: 4.8148e-06 - mean_squared_error: 4.8148e-06
Epoch 00020: loss improved from 0.00000 to 0.00000, saving model to ./model_LSTM/39\20-0.0000.hdf5
2171/2171 [==============================] - 11s 5ms/step - loss: 4.8048e-06 - mean_squared_error: 4.8048e-06 - val_loss: 1.6471e-06 - val_mean_squared_error: 1.6471e-06
Epoch 21/500
2163/2171 [============================>.] - ETA: 0s - loss: 4.9761e-06 - mean_squared_error: 4.9761e-06
Epoch 00021: loss did not improve from 0.00000
2171/2171 [==============================] - 12s 5ms/step - loss: 4.9777e-06 - mean_squared_error: 4.9777e-06 - val_loss: 1.9601e-06 - val_mean_squared_error: 1.9601e-06
Epoch 22/500
2162/2171 [============================>.] - ETA: 0s - loss: 4.6690e-06 - mean_squared_error: 4.6690e-06
Epoch 00022: loss improved from 0.00000 to 0.00000, saving model to ./model_LSTM/39\22-0.0000.hdf5
2171/2171 [==============================] - 12s 6ms/step - loss: 4.7268e-06 - mean_squared_error: 4.7268e-06 - val_loss: 3.6234e-06 - val_mean_squared_error: 3.6234e-06
Epoch 23/500
2171/2171 [==============================] - ETA: 0s - loss: 4.7414e-06 - mean_squared_error: 4.7414e-06
Epoch 00023: loss did not improve from 0.00000
2171/2171 [==============================] - 15s 7ms/step - loss: 4.7414e-06 - mean_squared_error: 4.7414e-06 - val_loss: 1.9871e-06 - val_mean_squared_error: 1.9871e-06
Epoch 24/500
2170/2171 [============================>.] - ETA: 0s - loss: 4.8538e-06 - mean_squared_error: 4.8538e-06
Epoch 00024: loss did not improve from 0.00000
2171/2171 [==============================] - 15s 7ms/step - loss: 4.8526e-06 - mean_squared_error: 4.8526e-06 - val_loss: 1.7496e-06 - val_mean_squared_error: 1.7496e-06
Epoch 25/500
2166/2171 [============================>.] - ETA: 0s - loss: 4.9335e-06 - mean_squared_error: 4.9335e-06
Epoch 00025: loss did not improve from 0.00000
2171/2171 [==============================] - 15s 7ms/step - loss: 4.9271e-06 - mean_squared_error: 4.9271e-06 - val_loss: 1.5440e-06 - val_mean_squared_error: 1.5440e-06
Epoch 26/500
2170/2171 [============================>.] - ETA: 0s - loss: 4.6935e-06 - mean_squared_error: 4.6935e-06
Epoch 00026: loss improved from 0.00000 to 0.00000, saving model to ./model_LSTM/39\26-0.0000.hdf5
2171/2171 [==============================] - 15s 7ms/step - loss: 4.6920e-06 - mean_squared_error: 4.6920e-06 - val_loss: 1.5749e-06 - val_mean_squared_error: 1.5749e-06
Epoch 27/500
2162/2171 [============================>.] - ETA: 0s - loss: 4.6769e-06 - mean_squared_error: 4.6769e-06
Epoch 00027: loss improved from 0.00000 to 0.00000, saving model to ./model_LSTM/39\27-0.0000.hdf5
2171/2171 [==============================] - 12s 6ms/step - loss: 4.6662e-06 - mean_squared_error: 4.6662e-06 - val_loss: 1.8515e-06 - val_mean_squared_error: 1.8515e-06
Epoch 28/500
2163/2171 [============================>.] - ETA: 0s - loss: 4.7880e-06 - mean_squared_error: 4.7880e-06
Epoch 00028: loss did not improve from 0.00000
2171/2171 [==============================] - 11s 5ms/step - loss: 4.7844e-06 - mean_squared_error: 4.7844e-06 - val_loss: 1.8350e-06 - val_mean_squared_error: 1.8350e-06
Epoch 29/500
2168/2171 [============================>.] - ETA: 0s - loss: 4.8929e-06 - mean_squared_error: 4.8929e-06
Epoch 00029: loss did not improve from 0.00000
2171/2171 [==============================] - 11s 5ms/step - loss: 4.8930e-06 - mean_squared_error: 4.8930e-06 - val_loss: 1.8631e-06 - val_mean_squared_error: 1.8631e-06
Epoch 30/500
2167/2171 [============================>.] - ETA: 0s - loss: 4.7435e-06 - mean_squared_error: 4.7435e-06
Epoch 00030: loss did not improve from 0.00000
2171/2171 [==============================] - 11s 5ms/step - loss: 4.7417e-06 - mean_squared_error: 4.7417e-06 - val_loss: 1.8428e-06 - val_mean_squared_error: 1.8428e-06
Epoch 31/500
2161/2171 [============================>.] - ETA: 0s - loss: 4.7542e-06 - mean_squared_error: 4.7542e-06
Epoch 00031: loss did not improve from 0.00000
2171/2171 [==============================] - 12s 5ms/step - loss: 4.7790e-06 - mean_squared_error: 4.7790e-06 - val_loss: 1.9976e-06 - val_mean_squared_error: 1.9976e-06
Epoch 32/500
2169/2171 [============================>.] - ETA: 0s - loss: 4.5764e-06 - mean_squared_error: 4.5764e-06
Epoch 00032: loss improved from 0.00000 to 0.00000, saving model to ./model_LSTM/39\32-0.0000.hdf5
2171/2171 [==============================] - 12s 6ms/step - loss: 4.5811e-06 - mean_squared_error: 4.5811e-06 - val_loss: 2.6046e-06 - val_mean_squared_error: 2.6046e-06
Epoch 33/500
2165/2171 [============================>.] - ETA: 0s - loss: 4.6864e-06 - mean_squared_error: 4.6864e-06
Epoch 00033: loss did not improve from 0.00000
2171/2171 [==============================] - 14s 6ms/step - loss: 4.6785e-06 - mean_squared_error: 4.6785e-06 - val_loss: 1.6482e-06 - val_mean_squared_error: 1.6482e-06
Epoch 34/500
2168/2171 [============================>.] - ETA: 0s - loss: 4.6535e-06 - mean_squared_error: 4.6535e-06
Epoch 00034: loss did not improve from 0.00000
2171/2171 [==============================] - 14s 7ms/step - loss: 4.6514e-06 - mean_squared_error: 4.6514e-06 - val_loss: 1.7633e-06 - val_mean_squared_error: 1.7633e-06
Epoch 35/500
2166/2171 [============================>.] - ETA: 0s - loss: 4.7633e-06 - mean_squared_error: 4.7633e-06
Epoch 00035: loss did not improve from 0.00000
2171/2171 [==============================] - 13s 6ms/step - loss: 4.7592e-06 - mean_squared_error: 4.7592e-06 - val_loss: 1.6585e-06 - val_mean_squared_error: 1.6585e-06
Epoch 36/500
2167/2171 [============================>.] - ETA: 0s - loss: 4.7080e-06 - mean_squared_error: 4.7080e-06
Epoch 00036: loss did not improve from 0.00000
2171/2171 [==============================] - 16s 7ms/step - loss: 4.7036e-06 - mean_squared_error: 4.7036e-06 - val_loss: 2.0900e-06 - val_mean_squared_error: 2.0900e-06
Epoch 37/500
2164/2171 [============================>.] - ETA: 0s - loss: 4.6871e-06 - mean_squared_error: 4.6871e-06
Epoch 00037: loss did not improve from 0.00000
2171/2171 [==============================] - 17s 8ms/step - loss: 4.6871e-06 - mean_squared_error: 4.6871e-06 - val_loss: 1.9509e-06 - val_mean_squared_error: 1.9509e-06
Epoch 00037: early stopping
Epoch 1/500
1302/1310 [============================>.] - ETA: 0s - loss: 1.6594e-04 - mean_squared_error: 1.6594e-04
Epoch 00001: loss improved from inf to 0.00017, saving model to ./model_LSTM/40\01-0.0001.hdf5
1310/1310 [==============================] - 9s 7ms/step - loss: 1.6542e-04 - mean_squared_error: 1.6542e-04 - val_loss: 1.4100e-04 - val_mean_squared_error: 1.4100e-04
Epoch 2/500
1305/1310 [============================>.] - ETA: 0s - loss: 1.6287e-04 - mean_squared_error: 1.6287e-04
Epoch 00002: loss improved from 0.00017 to 0.00016, saving model to ./model_LSTM/40\02-0.0001.hdf5
1310/1310 [==============================] - 8s 6ms/step - loss: 1.6232e-04 - mean_squared_error: 1.6232e-04 - val_loss: 1.4763e-04 - val_mean_squared_error: 1.4763e-04
Epoch 3/500
1306/1310 [============================>.] - ETA: 0s - loss: 1.5084e-04 - mean_squared_error: 1.5084e-04
Epoch 00003: loss improved from 0.00016 to 0.00015, saving model to ./model_LSTM/40\03-0.0001.hdf5
1310/1310 [==============================] - 8s 6ms/step - loss: 1.5063e-04 - mean_squared_error: 1.5063e-04 - val_loss: 1.3706e-04 - val_mean_squared_error: 1.3706e-04
Epoch 4/500
1308/1310 [============================>.] - ETA: 0s - loss: 1.4539e-04 - mean_squared_error: 1.4539e-04
Epoch 00004: loss improved from 0.00015 to 0.00015, saving model to ./model_LSTM/40\04-0.0001.hdf5
1310/1310 [==============================] - 8s 6ms/step - loss: 1.4830e-04 - mean_squared_error: 1.4830e-04 - val_loss: 1.3522e-04 - val_mean_squared_error: 1.3522e-04
Epoch 5/500
1308/1310 [============================>.] - ETA: 0s - loss: 1.4621e-04 - mean_squared_error: 1.4621e-04
Epoch 00005: loss improved from 0.00015 to 0.00015, saving model to ./model_LSTM/40\05-0.0001.hdf5
1310/1310 [==============================] - 7s 5ms/step - loss: 1.4619e-04 - mean_squared_error: 1.4619e-04 - val_loss: 1.3466e-04 - val_mean_squared_error: 1.3466e-04
Epoch 6/500
1308/1310 [============================>.] - ETA: 0s - loss: 1.4656e-04 - mean_squared_error: 1.4656e-04
Epoch 00006: loss did not improve from 0.00015
1310/1310 [==============================] - 8s 6ms/step - loss: 1.4644e-04 - mean_squared_error: 1.4644e-04 - val_loss: 1.4304e-04 - val_mean_squared_error: 1.4304e-04
Epoch 7/500
1302/1310 [============================>.] - ETA: 0s - loss: 1.4595e-04 - mean_squared_error: 1.4595e-04
Epoch 00007: loss improved from 0.00015 to 0.00015, saving model to ./model_LSTM/40\07-0.0001.hdf5
1310/1310 [==============================] - 7s 5ms/step - loss: 1.4584e-04 - mean_squared_error: 1.4584e-04 - val_loss: 1.4022e-04 - val_mean_squared_error: 1.4022e-04
Epoch 8/500
1303/1310 [============================>.] - ETA: 0s - loss: 1.4582e-04 - mean_squared_error: 1.4582e-04
Epoch 00008: loss improved from 0.00015 to 0.00015, saving model to ./model_LSTM/40\08-0.0001.hdf5
1310/1310 [==============================] - 8s 6ms/step - loss: 1.4575e-04 - mean_squared_error: 1.4575e-04 - val_loss: 1.3767e-04 - val_mean_squared_error: 1.3767e-04
Epoch 9/500
1304/1310 [============================>.] - ETA: 0s - loss: 1.4531e-04 - mean_squared_error: 1.4531e-04
Epoch 00009: loss improved from 0.00015 to 0.00014, saving model to ./model_LSTM/40\09-0.0001.hdf5
1310/1310 [==============================] - 7s 5ms/step - loss: 1.4496e-04 - mean_squared_error: 1.4496e-04 - val_loss: 1.3875e-04 - val_mean_squared_error: 1.3875e-04
Epoch 10/500
1302/1310 [============================>.] - ETA: 0s - loss: 1.4494e-04 - mean_squared_error: 1.4494e-04
Epoch 00010: loss improved from 0.00014 to 0.00014, saving model to ./model_LSTM/40\10-0.0001.hdf5
1310/1310 [==============================] - 8s 6ms/step - loss: 1.4416e-04 - mean_squared_error: 1.4416e-04 - val_loss: 1.3621e-04 - val_mean_squared_error: 1.3621e-04
Epoch 11/500
1302/1310 [============================>.] - ETA: 0s - loss: 1.4172e-04 - mean_squared_error: 1.4172e-04
Epoch 00011: loss improved from 0.00014 to 0.00014, saving model to ./model_LSTM/40\11-0.0001.hdf5
1310/1310 [==============================] - 8s 6ms/step - loss: 1.4185e-04 - mean_squared_error: 1.4185e-04 - val_loss: 1.3702e-04 - val_mean_squared_error: 1.3702e-04
Epoch 12/500
1306/1310 [============================>.] - ETA: 0s - loss: 1.4319e-04 - mean_squared_error: 1.4319e-04
Epoch 00012: loss did not improve from 0.00014
1310/1310 [==============================] - 9s 7ms/step - loss: 1.4281e-04 - mean_squared_error: 1.4281e-04 - val_loss: 1.3517e-04 - val_mean_squared_error: 1.3517e-04
Epoch 13/500
1303/1310 [============================>.] - ETA: 0s - loss: 1.4154e-04 - mean_squared_error: 1.4154e-04
Epoch 00013: loss improved from 0.00014 to 0.00014, saving model to ./model_LSTM/40\13-0.0001.hdf5
1310/1310 [==============================] - 8s 6ms/step - loss: 1.4167e-04 - mean_squared_error: 1.4167e-04 - val_loss: 1.3598e-04 - val_mean_squared_error: 1.3598e-04
Epoch 14/500
1306/1310 [============================>.] - ETA: 0s - loss: 1.4137e-04 - mean_squared_error: 1.4137e-04
Epoch 00014: loss improved from 0.00014 to 0.00014, saving model to ./model_LSTM/40\14-0.0001.hdf5
1310/1310 [==============================] - 8s 6ms/step - loss: 1.4102e-04 - mean_squared_error: 1.4102e-04 - val_loss: 1.3648e-04 - val_mean_squared_error: 1.3648e-04
Epoch 15/500
1309/1310 [============================>.] - ETA: 0s - loss: 1.4172e-04 - mean_squared_error: 1.4172e-04
Epoch 00015: loss did not improve from 0.00014
1310/1310 [==============================] - 8s 6ms/step - loss: 1.4165e-04 - mean_squared_error: 1.4165e-04 - val_loss: 1.3604e-04 - val_mean_squared_error: 1.3604e-04
Epoch 16/500
1301/1310 [============================>.] - ETA: 0s - loss: 1.4019e-04 - mean_squared_error: 1.4019e-04
Epoch 00016: loss improved from 0.00014 to 0.00014, saving model to ./model_LSTM/40\16-0.0001.hdf5
1310/1310 [==============================] - 8s 6ms/step - loss: 1.4008e-04 - mean_squared_error: 1.4008e-04 - val_loss: 1.3616e-04 - val_mean_squared_error: 1.3616e-04
Epoch 17/500
1307/1310 [============================>.] - ETA: 0s - loss: 1.3988e-04 - mean_squared_error: 1.3988e-04
Epoch 00017: loss improved from 0.00014 to 0.00014, saving model to ./model_LSTM/40\17-0.0001.hdf5
1310/1310 [==============================] - 9s 7ms/step - loss: 1.3969e-04 - mean_squared_error: 1.3969e-04 - val_loss: 1.3779e-04 - val_mean_squared_error: 1.3779e-04
Epoch 18/500
1310/1310 [==============================] - ETA: 0s - loss: 1.4012e-04 - mean_squared_error: 1.4012e-04
Epoch 00018: loss did not improve from 0.00014
1310/1310 [==============================] - 10s 7ms/step - loss: 1.4012e-04 - mean_squared_error: 1.4012e-04 - val_loss: 1.3663e-04 - val_mean_squared_error: 1.3663e-04
Epoch 19/500
1303/1310 [============================>.] - ETA: 0s - loss: 1.3932e-04 - mean_squared_error: 1.3932e-04
Epoch 00019: loss improved from 0.00014 to 0.00014, saving model to ./model_LSTM/40\19-0.0002.hdf5
1310/1310 [==============================] - 10s 8ms/step - loss: 1.3929e-04 - mean_squared_error: 1.3929e-04 - val_loss: 1.5631e-04 - val_mean_squared_error: 1.5631e-04
Epoch 20/500
1307/1310 [============================>.] - ETA: 0s - loss: 1.4005e-04 - mean_squared_error: 1.4005e-04
Epoch 00020: loss did not improve from 0.00014
1310/1310 [==============================] - 8s 6ms/step - loss: 1.3982e-04 - mean_squared_error: 1.3982e-04 - val_loss: 1.3696e-04 - val_mean_squared_error: 1.3696e-04
Epoch 21/500
1305/1310 [============================>.] - ETA: 0s - loss: 1.3975e-04 - mean_squared_error: 1.3975e-04
Epoch 00021: loss did not improve from 0.00014
1310/1310 [==============================] - 7s 6ms/step - loss: 1.3933e-04 - mean_squared_error: 1.3933e-04 - val_loss: 1.3739e-04 - val_mean_squared_error: 1.3739e-04
Epoch 22/500
1308/1310 [============================>.] - ETA: 0s - loss: 1.3838e-04 - mean_squared_error: 1.3838e-04
Epoch 00022: loss improved from 0.00014 to 0.00014, saving model to ./model_LSTM/40\22-0.0001.hdf5
1310/1310 [==============================] - 7s 5ms/step - loss: 1.3881e-04 - mean_squared_error: 1.3881e-04 - val_loss: 1.3618e-04 - val_mean_squared_error: 1.3618e-04
Epoch 23/500
1309/1310 [============================>.] - ETA: 0s - loss: 1.3923e-04 - mean_squared_error: 1.3923e-04
Epoch 00023: loss did not improve from 0.00014
1310/1310 [==============================] - 7s 5ms/step - loss: 1.3930e-04 - mean_squared_error: 1.3930e-04 - val_loss: 1.3308e-04 - val_mean_squared_error: 1.3308e-04
Epoch 24/500
1305/1310 [============================>.] - ETA: 0s - loss: 1.3833e-04 - mean_squared_error: 1.3833e-04
Epoch 00024: loss improved from 0.00014 to 0.00014, saving model to ./model_LSTM/40\24-0.0001.hdf5
1310/1310 [==============================] - 7s 5ms/step - loss: 1.3876e-04 - mean_squared_error: 1.3876e-04 - val_loss: 1.3759e-04 - val_mean_squared_error: 1.3759e-04
Epoch 25/500
1299/1310 [============================>.] - ETA: 0s - loss: 1.3839e-04 - mean_squared_error: 1.3839e-04
Epoch 00025: loss improved from 0.00014 to 0.00014, saving model to ./model_LSTM/40\25-0.0001.hdf5
1310/1310 [==============================] - 7s 5ms/step - loss: 1.3752e-04 - mean_squared_error: 1.3752e-04 - val_loss: 1.3656e-04 - val_mean_squared_error: 1.3656e-04
Epoch 26/500
1306/1310 [============================>.] - ETA: 0s - loss: 1.3864e-04 - mean_squared_error: 1.3864e-04
Epoch 00026: loss did not improve from 0.00014
1310/1310 [==============================] - 7s 6ms/step - loss: 1.3838e-04 - mean_squared_error: 1.3838e-04 - val_loss: 1.5081e-04 - val_mean_squared_error: 1.5081e-04
Epoch 27/500
1301/1310 [============================>.] - ETA: 0s - loss: 1.3893e-04 - mean_squared_error: 1.3893e-04
Epoch 00027: loss did not improve from 0.00014
1310/1310 [==============================] - 7s 5ms/step - loss: 1.3869e-04 - mean_squared_error: 1.3869e-04 - val_loss: 1.3723e-04 - val_mean_squared_error: 1.3723e-04
Epoch 28/500
1308/1310 [============================>.] - ETA: 0s - loss: 1.3926e-04 - mean_squared_error: 1.3926e-04
Epoch 00028: loss did not improve from 0.00014
1310/1310 [==============================] - 7s 5ms/step - loss: 1.3911e-04 - mean_squared_error: 1.3911e-04 - val_loss: 1.4974e-04 - val_mean_squared_error: 1.4974e-04
Epoch 29/500
1302/1310 [============================>.] - ETA: 0s - loss: 1.3314e-04 - mean_squared_error: 1.3314e-04
Epoch 00029: loss did not improve from 0.00014
1310/1310 [==============================] - 8s 6ms/step - loss: 1.3767e-04 - mean_squared_error: 1.3767e-04 - val_loss: 1.4679e-04 - val_mean_squared_error: 1.4679e-04
Epoch 30/500
1302/1310 [============================>.] - ETA: 0s - loss: 1.3962e-04 - mean_squared_error: 1.3962e-04
Epoch 00030: loss did not improve from 0.00014
1310/1310 [==============================] - 7s 6ms/step - loss: 1.3901e-04 - mean_squared_error: 1.3901e-04 - val_loss: 1.4387e-04 - val_mean_squared_error: 1.4387e-04
Epoch 00030: early stopping
Epoch 1/500
272/282 [===========================>..] - ETA: 0s - loss: 3.1532e-04 - mean_squared_error: 3.1532e-04
Epoch 00001: loss improved from inf to 0.00031, saving model to ./model_LSTM/41\01-0.0003.hdf5
282/282 [==============================] - 2s 5ms/step - loss: 3.1124e-04 - mean_squared_error: 3.1124e-04 - val_loss: 3.1393e-04 - val_mean_squared_error: 3.1393e-04
Epoch 2/500
275/282 [============================>.] - ETA: 0s - loss: 2.8645e-04 - mean_squared_error: 2.8645e-04
Epoch 00002: loss improved from 0.00031 to 0.00029, saving model to ./model_LSTM/41\02-0.0003.hdf5
282/282 [==============================] - 2s 6ms/step - loss: 2.8528e-04 - mean_squared_error: 2.8528e-04 - val_loss: 2.5830e-04 - val_mean_squared_error: 2.5830e-04
Epoch 3/500
279/282 [============================>.] - ETA: 0s - loss: 2.7110e-04 - mean_squared_error: 2.7110e-04
Epoch 00003: loss improved from 0.00029 to 0.00027, saving model to ./model_LSTM/41\03-0.0002.hdf5
282/282 [==============================] - 2s 5ms/step - loss: 2.6963e-04 - mean_squared_error: 2.6963e-04 - val_loss: 2.0669e-04 - val_mean_squared_error: 2.0669e-04
Epoch 4/500
281/282 [============================>.] - ETA: 0s - loss: 2.5957e-04 - mean_squared_error: 2.5957e-04
Epoch 00004: loss improved from 0.00027 to 0.00026, saving model to ./model_LSTM/41\04-0.0002.hdf5
282/282 [==============================] - 2s 6ms/step - loss: 2.5908e-04 - mean_squared_error: 2.5908e-04 - val_loss: 1.9309e-04 - val_mean_squared_error: 1.9309e-04
Epoch 5/500
279/282 [============================>.] - ETA: 0s - loss: 2.5378e-04 - mean_squared_error: 2.5378e-04
Epoch 00005: loss improved from 0.00026 to 0.00025, saving model to ./model_LSTM/41\05-0.0002.hdf5
282/282 [==============================] - 2s 6ms/step - loss: 2.5281e-04 - mean_squared_error: 2.5281e-04 - val_loss: 1.8956e-04 - val_mean_squared_error: 1.8956e-04
Epoch 6/500
282/282 [==============================] - ETA: 0s - loss: 2.5124e-04 - mean_squared_error: 2.5124e-04
Epoch 00006: loss improved from 0.00025 to 0.00025, saving model to ./model_LSTM/41\06-0.0002.hdf5
282/282 [==============================] - 2s 5ms/step - loss: 2.5124e-04 - mean_squared_error: 2.5124e-04 - val_loss: 1.9071e-04 - val_mean_squared_error: 1.9071e-04
Epoch 7/500
278/282 [============================>.] - ETA: 0s - loss: 2.5024e-04 - mean_squared_error: 2.5024e-04
Epoch 00007: loss improved from 0.00025 to 0.00025, saving model to ./model_LSTM/41\07-0.0002.hdf5
282/282 [==============================] - 2s 6ms/step - loss: 2.4924e-04 - mean_squared_error: 2.4924e-04 - val_loss: 1.9284e-04 - val_mean_squared_error: 1.9284e-04
Epoch 8/500
274/282 [============================>.] - ETA: 0s - loss: 2.4848e-04 - mean_squared_error: 2.4848e-04
Epoch 00008: loss improved from 0.00025 to 0.00025, saving model to ./model_LSTM/41\08-0.0002.hdf5
282/282 [==============================] - 2s 6ms/step - loss: 2.4583e-04 - mean_squared_error: 2.4583e-04 - val_loss: 1.8662e-04 - val_mean_squared_error: 1.8662e-04
Epoch 9/500
275/282 [============================>.] - ETA: 0s - loss: 2.2271e-04 - mean_squared_error: 2.2271e-04
Epoch 00009: loss improved from 0.00025 to 0.00024, saving model to ./model_LSTM/41\09-0.0002.hdf5
282/282 [==============================] - 2s 6ms/step - loss: 2.3920e-04 - mean_squared_error: 2.3920e-04 - val_loss: 1.8172e-04 - val_mean_squared_error: 1.8172e-04
Epoch 10/500
281/282 [============================>.] - ETA: 0s - loss: 2.3437e-04 - mean_squared_error: 2.3437e-04
Epoch 00010: loss improved from 0.00024 to 0.00023, saving model to ./model_LSTM/41\10-0.0002.hdf5
282/282 [==============================] - 2s 6ms/step - loss: 2.3387e-04 - mean_squared_error: 2.3387e-04 - val_loss: 1.8125e-04 - val_mean_squared_error: 1.8125e-04
Epoch 11/500
278/282 [============================>.] - ETA: 0s - loss: 2.3283e-04 - mean_squared_error: 2.3283e-04
Epoch 00011: loss improved from 0.00023 to 0.00023, saving model to ./model_LSTM/41\11-0.0002.hdf5
282/282 [==============================] - 2s 6ms/step - loss: 2.3099e-04 - mean_squared_error: 2.3099e-04 - val_loss: 1.7381e-04 - val_mean_squared_error: 1.7381e-04
Epoch 12/500
281/282 [============================>.] - ETA: 0s - loss: 2.1150e-04 - mean_squared_error: 2.1150e-04
Epoch 00012: loss improved from 0.00023 to 0.00023, saving model to ./model_LSTM/41\12-0.0002.hdf5
282/282 [==============================] - 2s 6ms/step - loss: 2.2749e-04 - mean_squared_error: 2.2749e-04 - val_loss: 1.9369e-04 - val_mean_squared_error: 1.9369e-04
Epoch 13/500
282/282 [==============================] - ETA: 0s - loss: 2.3270e-04 - mean_squared_error: 2.3270e-04
Epoch 00013: loss did not improve from 0.00023
282/282 [==============================] - 2s 6ms/step - loss: 2.3270e-04 - mean_squared_error: 2.3270e-04 - val_loss: 1.9041e-04 - val_mean_squared_error: 1.9041e-04
Epoch 14/500
280/282 [============================>.] - ETA: 0s - loss: 2.3021e-04 - mean_squared_error: 2.3021e-04
Epoch 00014: loss did not improve from 0.00023
282/282 [==============================] - 2s 6ms/step - loss: 2.3029e-04 - mean_squared_error: 2.3029e-04 - val_loss: 1.7139e-04 - val_mean_squared_error: 1.7139e-04
Epoch 15/500
276/282 [============================>.] - ETA: 0s - loss: 2.2316e-04 - mean_squared_error: 2.2316e-04
Epoch 00015: loss improved from 0.00023 to 0.00022, saving model to ./model_LSTM/41\15-0.0002.hdf5
282/282 [==============================] - 2s 6ms/step - loss: 2.2128e-04 - mean_squared_error: 2.2128e-04 - val_loss: 1.6187e-04 - val_mean_squared_error: 1.6187e-04
Epoch 16/500
273/282 [============================>.] - ETA: 0s - loss: 2.2033e-04 - mean_squared_error: 2.2033e-04
Epoch 00016: loss improved from 0.00022 to 0.00022, saving model to ./model_LSTM/41\16-0.0002.hdf5
282/282 [==============================] - 2s 7ms/step - loss: 2.1932e-04 - mean_squared_error: 2.1932e-04 - val_loss: 1.8581e-04 - val_mean_squared_error: 1.8581e-04
Epoch 17/500
276/282 [============================>.] - ETA: 0s - loss: 2.1475e-04 - mean_squared_error: 2.1475e-04
Epoch 00017: loss improved from 0.00022 to 0.00021, saving model to ./model_LSTM/41\17-0.0003.hdf5
282/282 [==============================] - 2s 8ms/step - loss: 2.1463e-04 - mean_squared_error: 2.1463e-04 - val_loss: 2.8938e-04 - val_mean_squared_error: 2.8938e-04
Epoch 18/500
279/282 [============================>.] - ETA: 0s - loss: 2.0935e-04 - mean_squared_error: 2.0935e-04
Epoch 00018: loss did not improve from 0.00021
282/282 [==============================] - 2s 8ms/step - loss: 2.1474e-04 - mean_squared_error: 2.1474e-04 - val_loss: 1.8086e-04 - val_mean_squared_error: 1.8086e-04
Epoch 19/500
281/282 [============================>.] - ETA: 0s - loss: 2.1193e-04 - mean_squared_error: 2.1193e-04
Epoch 00019: loss improved from 0.00021 to 0.00021, saving model to ./model_LSTM/41\19-0.0002.hdf5
282/282 [==============================] - 2s 8ms/step - loss: 2.1174e-04 - mean_squared_error: 2.1174e-04 - val_loss: 2.1661e-04 - val_mean_squared_error: 2.1661e-04
Epoch 20/500
282/282 [==============================] - ETA: 0s - loss: 2.1007e-04 - mean_squared_error: 2.1007e-04
Epoch 00020: loss improved from 0.00021 to 0.00021, saving model to ./model_LSTM/41\20-0.0002.hdf5
282/282 [==============================] - 2s 8ms/step - loss: 2.1007e-04 - mean_squared_error: 2.1007e-04 - val_loss: 1.6907e-04 - val_mean_squared_error: 1.6907e-04
Epoch 21/500
279/282 [============================>.] - ETA: 0s - loss: 2.0621e-04 - mean_squared_error: 2.0621e-04
Epoch 00021: loss improved from 0.00021 to 0.00021, saving model to ./model_LSTM/41\21-0.0002.hdf5
282/282 [==============================] - 2s 8ms/step - loss: 2.0509e-04 - mean_squared_error: 2.0509e-04 - val_loss: 1.7039e-04 - val_mean_squared_error: 1.7039e-04
Epoch 22/500
277/282 [============================>.] - ETA: 0s - loss: 1.8553e-04 - mean_squared_error: 1.8553e-04
Epoch 00022: loss improved from 0.00021 to 0.00020, saving model to ./model_LSTM/41\22-0.0002.hdf5
282/282 [==============================] - 2s 7ms/step - loss: 2.0207e-04 - mean_squared_error: 2.0207e-04 - val_loss: 1.7440e-04 - val_mean_squared_error: 1.7440e-04
Epoch 23/500
275/282 [============================>.] - ETA: 0s - loss: 2.0783e-04 - mean_squared_error: 2.0783e-04
Epoch 00023: loss did not improve from 0.00020
282/282 [==============================] - 2s 7ms/step - loss: 2.0636e-04 - mean_squared_error: 2.0636e-04 - val_loss: 1.6910e-04 - val_mean_squared_error: 1.6910e-04
Epoch 24/500
277/282 [============================>.] - ETA: 0s - loss: 2.0063e-04 - mean_squared_error: 2.0063e-04
Epoch 00024: loss did not improve from 0.00020
282/282 [==============================] - 2s 6ms/step - loss: 2.0514e-04 - mean_squared_error: 2.0514e-04 - val_loss: 1.8629e-04 - val_mean_squared_error: 1.8629e-04
Epoch 25/500
276/282 [============================>.] - ETA: 0s - loss: 2.0933e-04 - mean_squared_error: 2.0933e-04
Epoch 00025: loss did not improve from 0.00020
282/282 [==============================] - 2s 7ms/step - loss: 2.0769e-04 - mean_squared_error: 2.0769e-04 - val_loss: 1.7305e-04 - val_mean_squared_error: 1.7305e-04
Epoch 26/500
280/282 [============================>.] - ETA: 0s - loss: 2.0754e-04 - mean_squared_error: 2.0754e-04
Epoch 00026: loss did not improve from 0.00020
282/282 [==============================] - 2s 6ms/step - loss: 2.0708e-04 - mean_squared_error: 2.0708e-04 - val_loss: 1.6368e-04 - val_mean_squared_error: 1.6368e-04
Epoch 27/500
277/282 [============================>.] - ETA: 0s - loss: 2.0361e-04 - mean_squared_error: 2.0361e-04
Epoch 00027: loss did not improve from 0.00020
282/282 [==============================] - 2s 8ms/step - loss: 2.0219e-04 - mean_squared_error: 2.0219e-04 - val_loss: 1.7553e-04 - val_mean_squared_error: 1.7553e-04
Epoch 00027: early stopping
Epoch 1/500
275/282 [============================>.] - ETA: 0s - loss: 4.7018e-05 - mean_squared_error: 4.7018e-05
Epoch 00001: loss improved from inf to 0.00005, saving model to ./model_LSTM/42\01-0.0000.hdf5
282/282 [==============================] - 2s 8ms/step - loss: 4.7072e-05 - mean_squared_error: 4.7072e-05 - val_loss: 1.2290e-05 - val_mean_squared_error: 1.2290e-05
Epoch 2/500
274/282 [============================>.] - ETA: 0s - loss: 3.8008e-05 - mean_squared_error: 3.8008e-05
Epoch 00002: loss improved from 0.00005 to 0.00004, saving model to ./model_LSTM/42\02-0.0000.hdf5
282/282 [==============================] - 2s 8ms/step - loss: 3.8175e-05 - mean_squared_error: 3.8175e-05 - val_loss: 1.4590e-05 - val_mean_squared_error: 1.4590e-05
Epoch 3/500
276/282 [============================>.] - ETA: 0s - loss: 3.5191e-05 - mean_squared_error: 3.5191e-05
Epoch 00003: loss improved from 0.00004 to 0.00003, saving model to ./model_LSTM/42\03-0.0000.hdf5
282/282 [==============================] - 2s 7ms/step - loss: 3.4956e-05 - mean_squared_error: 3.4956e-05 - val_loss: 1.3843e-05 - val_mean_squared_error: 1.3843e-05
Epoch 4/500
279/282 [============================>.] - ETA: 0s - loss: 3.1802e-05 - mean_squared_error: 3.1802e-05
Epoch 00004: loss improved from 0.00003 to 0.00003, saving model to ./model_LSTM/42\04-0.0000.hdf5
282/282 [==============================] - 2s 9ms/step - loss: 3.1583e-05 - mean_squared_error: 3.1583e-05 - val_loss: 1.6698e-05 - val_mean_squared_error: 1.6698e-05
Epoch 5/500
274/282 [============================>.] - ETA: 0s - loss: 2.9578e-05 - mean_squared_error: 2.9578e-05
Epoch 00005: loss improved from 0.00003 to 0.00003, saving model to ./model_LSTM/42\05-0.0000.hdf5
282/282 [==============================] - 2s 6ms/step - loss: 3.0058e-05 - mean_squared_error: 3.0058e-05 - val_loss: 1.2823e-05 - val_mean_squared_error: 1.2823e-05
Epoch 6/500
276/282 [============================>.] - ETA: 0s - loss: 2.8027e-05 - mean_squared_error: 2.8027e-05
Epoch 00006: loss improved from 0.00003 to 0.00003, saving model to ./model_LSTM/42\06-0.0000.hdf5
282/282 [==============================] - 2s 7ms/step - loss: 2.7674e-05 - mean_squared_error: 2.7674e-05 - val_loss: 1.1841e-05 - val_mean_squared_error: 1.1841e-05
Epoch 7/500
281/282 [============================>.] - ETA: 0s - loss: 2.7654e-05 - mean_squared_error: 2.7654e-05
Epoch 00007: loss improved from 0.00003 to 0.00003, saving model to ./model_LSTM/42\07-0.0000.hdf5
282/282 [==============================] - 2s 6ms/step - loss: 2.7591e-05 - mean_squared_error: 2.7591e-05 - val_loss: 1.5889e-05 - val_mean_squared_error: 1.5889e-05
Epoch 8/500
278/282 [============================>.] - ETA: 0s - loss: 2.5659e-05 - mean_squared_error: 2.5659e-05
Epoch 00008: loss improved from 0.00003 to 0.00003, saving model to ./model_LSTM/42\08-0.0000.hdf5
282/282 [==============================] - 2s 7ms/step - loss: 2.6099e-05 - mean_squared_error: 2.6099e-05 - val_loss: 1.4977e-05 - val_mean_squared_error: 1.4977e-05
Epoch 9/500
278/282 [============================>.] - ETA: 0s - loss: 2.4825e-05 - mean_squared_error: 2.4825e-05
Epoch 00009: loss improved from 0.00003 to 0.00002, saving model to ./model_LSTM/42\09-0.0000.hdf5
282/282 [==============================] - 2s 7ms/step - loss: 2.4830e-05 - mean_squared_error: 2.4830e-05 - val_loss: 2.4410e-05 - val_mean_squared_error: 2.4410e-05
Epoch 10/500
276/282 [============================>.] - ETA: 0s - loss: 2.3687e-05 - mean_squared_error: 2.3687e-05
Epoch 00010: loss improved from 0.00002 to 0.00002, saving model to ./model_LSTM/42\10-0.0000.hdf5
282/282 [==============================] - 2s 7ms/step - loss: 2.3654e-05 - mean_squared_error: 2.3654e-05 - val_loss: 1.3627e-05 - val_mean_squared_error: 1.3627e-05
Epoch 11/500
280/282 [============================>.] - ETA: 0s - loss: 2.3884e-05 - mean_squared_error: 2.3884e-05
Epoch 00011: loss did not improve from 0.00002
282/282 [==============================] - 2s 6ms/step - loss: 2.3812e-05 - mean_squared_error: 2.3812e-05 - val_loss: 1.4727e-05 - val_mean_squared_error: 1.4727e-05
Epoch 12/500
278/282 [============================>.] - ETA: 0s - loss: 2.2281e-05 - mean_squared_error: 2.2281e-05
Epoch 00012: loss improved from 0.00002 to 0.00002, saving model to ./model_LSTM/42\12-0.0000.hdf5
282/282 [==============================] - 2s 7ms/step - loss: 2.3232e-05 - mean_squared_error: 2.3232e-05 - val_loss: 1.6040e-05 - val_mean_squared_error: 1.6040e-05
Epoch 13/500
276/282 [============================>.] - ETA: 0s - loss: 2.4682e-05 - mean_squared_error: 2.4682e-05
Epoch 00013: loss did not improve from 0.00002
282/282 [==============================] - 2s 6ms/step - loss: 2.4406e-05 - mean_squared_error: 2.4406e-05 - val_loss: 1.1794e-05 - val_mean_squared_error: 1.1794e-05
Epoch 14/500
281/282 [============================>.] - ETA: 0s - loss: 2.4410e-05 - mean_squared_error: 2.4410e-05
Epoch 00014: loss did not improve from 0.00002
282/282 [==============================] - 2s 6ms/step - loss: 2.4364e-05 - mean_squared_error: 2.4364e-05 - val_loss: 1.4875e-05 - val_mean_squared_error: 1.4875e-05
Epoch 15/500
281/282 [============================>.] - ETA: 0s - loss: 2.3630e-05 - mean_squared_error: 2.3630e-05
Epoch 00015: loss did not improve from 0.00002
282/282 [==============================] - 2s 6ms/step - loss: 2.3571e-05 - mean_squared_error: 2.3571e-05 - val_loss: 1.1140e-05 - val_mean_squared_error: 1.1140e-05
Epoch 16/500
276/282 [============================>.] - ETA: 0s - loss: 2.3009e-05 - mean_squared_error: 2.3009e-05
Epoch 00016: loss improved from 0.00002 to 0.00002, saving model to ./model_LSTM/42\16-0.0000.hdf5
282/282 [==============================] - 1s 5ms/step - loss: 2.3094e-05 - mean_squared_error: 2.3094e-05 - val_loss: 1.2063e-05 - val_mean_squared_error: 1.2063e-05
Epoch 17/500
277/282 [============================>.] - ETA: 0s - loss: 2.2671e-05 - mean_squared_error: 2.2671e-05
Epoch 00017: loss improved from 0.00002 to 0.00002, saving model to ./model_LSTM/42\17-0.0000.hdf5
282/282 [==============================] - 2s 6ms/step - loss: 2.2479e-05 - mean_squared_error: 2.2479e-05 - val_loss: 1.7939e-05 - val_mean_squared_error: 1.7939e-05
Epoch 18/500
271/282 [===========================>..] - ETA: 0s - loss: 2.2137e-05 - mean_squared_error: 2.2137e-05
Epoch 00018: loss improved from 0.00002 to 0.00002, saving model to ./model_LSTM/42\18-0.0000.hdf5
282/282 [==============================] - 2s 5ms/step - loss: 2.1605e-05 - mean_squared_error: 2.1605e-05 - val_loss: 1.0976e-05 - val_mean_squared_error: 1.0976e-05
Epoch 19/500
275/282 [============================>.] - ETA: 0s - loss: 2.3563e-05 - mean_squared_error: 2.3563e-05
Epoch 00019: loss did not improve from 0.00002
282/282 [==============================] - 2s 6ms/step - loss: 2.3364e-05 - mean_squared_error: 2.3364e-05 - val_loss: 1.9657e-05 - val_mean_squared_error: 1.9657e-05
Epoch 20/500
271/282 [===========================>..] - ETA: 0s - loss: 2.2233e-05 - mean_squared_error: 2.2233e-05
Epoch 00020: loss did not improve from 0.00002
282/282 [==============================] - 1s 5ms/step - loss: 2.1844e-05 - mean_squared_error: 2.1844e-05 - val_loss: 1.3319e-05 - val_mean_squared_error: 1.3319e-05
Epoch 21/500
279/282 [============================>.] - ETA: 0s - loss: 2.0538e-05 - mean_squared_error: 2.0538e-05
Epoch 00021: loss improved from 0.00002 to 0.00002, saving model to ./model_LSTM/42\21-0.0000.hdf5
282/282 [==============================] - 1s 5ms/step - loss: 2.1259e-05 - mean_squared_error: 2.1259e-05 - val_loss: 3.5882e-05 - val_mean_squared_error: 3.5882e-05
Epoch 22/500
272/282 [===========================>..] - ETA: 0s - loss: 2.0883e-05 - mean_squared_error: 2.0883e-05
Epoch 00022: loss did not improve from 0.00002
282/282 [==============================] - 2s 6ms/step - loss: 2.1944e-05 - mean_squared_error: 2.1944e-05 - val_loss: 1.5527e-05 - val_mean_squared_error: 1.5527e-05
Epoch 23/500
282/282 [==============================] - ETA: 0s - loss: 2.1235e-05 - mean_squared_error: 2.1235e-05
Epoch 00023: loss improved from 0.00002 to 0.00002, saving model to ./model_LSTM/42\23-0.0000.hdf5
282/282 [==============================] - 2s 5ms/step - loss: 2.1235e-05 - mean_squared_error: 2.1235e-05 - val_loss: 1.1454e-05 - val_mean_squared_error: 1.1454e-05
Epoch 24/500
274/282 [============================>.] - ETA: 0s - loss: 2.1699e-05 - mean_squared_error: 2.1699e-05
Epoch 00024: loss did not improve from 0.00002
282/282 [==============================] - 2s 6ms/step - loss: 2.1979e-05 - mean_squared_error: 2.1979e-05 - val_loss: 1.5052e-05 - val_mean_squared_error: 1.5052e-05
Epoch 25/500
275/282 [============================>.] - ETA: 0s - loss: 2.1888e-05 - mean_squared_error: 2.1888e-05
Epoch 00025: loss did not improve from 0.00002
282/282 [==============================] - 1s 5ms/step - loss: 2.2023e-05 - mean_squared_error: 2.2023e-05 - val_loss: 1.2484e-05 - val_mean_squared_error: 1.2484e-05
Epoch 26/500
281/282 [============================>.] - ETA: 0s - loss: 2.0062e-05 - mean_squared_error: 2.0062e-05
Epoch 00026: loss improved from 0.00002 to 0.00002, saving model to ./model_LSTM/42\26-0.0000.hdf5
282/282 [==============================] - 2s 7ms/step - loss: 2.0019e-05 - mean_squared_error: 2.0019e-05 - val_loss: 3.8054e-05 - val_mean_squared_error: 3.8054e-05
Epoch 27/500
278/282 [============================>.] - ETA: 0s - loss: 2.0409e-05 - mean_squared_error: 2.0409e-05
Epoch 00027: loss did not improve from 0.00002
282/282 [==============================] - 1s 5ms/step - loss: 2.0314e-05 - mean_squared_error: 2.0314e-05 - val_loss: 1.2613e-05 - val_mean_squared_error: 1.2613e-05
Epoch 28/500
282/282 [==============================] - ETA: 0s - loss: 2.1558e-05 - mean_squared_error: 2.1558e-05
Epoch 00028: loss did not improve from 0.00002
282/282 [==============================] - 1s 5ms/step - loss: 2.1558e-05 - mean_squared_error: 2.1558e-05 - val_loss: 1.0919e-05 - val_mean_squared_error: 1.0919e-05
Epoch 29/500
281/282 [============================>.] - ETA: 0s - loss: 2.2851e-05 - mean_squared_error: 2.2851e-05
Epoch 00029: loss did not improve from 0.00002
282/282 [==============================] - 2s 6ms/step - loss: 2.2824e-05 - mean_squared_error: 2.2824e-05 - val_loss: 2.0348e-05 - val_mean_squared_error: 2.0348e-05
Epoch 30/500
280/282 [============================>.] - ETA: 0s - loss: 2.1290e-05 - mean_squared_error: 2.1290e-05
Epoch 00030: loss did not improve from 0.00002
282/282 [==============================] - 1s 5ms/step - loss: 2.1243e-05 - mean_squared_error: 2.1243e-05 - val_loss: 1.4847e-05 - val_mean_squared_error: 1.4847e-05
Epoch 31/500
278/282 [============================>.] - ETA: 0s - loss: 2.2686e-05 - mean_squared_error: 2.2686e-05
Epoch 00031: loss did not improve from 0.00002
282/282 [==============================] - 2s 6ms/step - loss: 2.2493e-05 - mean_squared_error: 2.2493e-05 - val_loss: 1.1162e-05 - val_mean_squared_error: 1.1162e-05
Epoch 00031: early stopping
Epoch 1/500
2162/2170 [============================>.] - ETA: 0s - loss: 1.0560e-05 - mean_squared_error: 1.0560e-05
Epoch 00001: loss improved from inf to 0.00001, saving model to ./model_LSTM/43\01-0.0000.hdf5
2170/2170 [==============================] - 14s 7ms/step - loss: 1.0560e-05 - mean_squared_error: 1.0560e-05 - val_loss: 7.9310e-06 - val_mean_squared_error: 7.9310e-06
Epoch 2/500
2159/2170 [============================>.] - ETA: 0s - loss: 9.4955e-06 - mean_squared_error: 9.4955e-06
Epoch 00002: loss improved from 0.00001 to 0.00001, saving model to ./model_LSTM/43\02-0.0000.hdf5
2170/2170 [==============================] - 13s 6ms/step - loss: 9.6881e-06 - mean_squared_error: 9.6881e-06 - val_loss: 8.1050e-06 - val_mean_squared_error: 8.1050e-06
Epoch 3/500
2165/2170 [============================>.] - ETA: 0s - loss: 9.5949e-06 - mean_squared_error: 9.5949e-06
Epoch 00003: loss improved from 0.00001 to 0.00001, saving model to ./model_LSTM/43\03-0.0000.hdf5
2170/2170 [==============================] - 12s 5ms/step - loss: 9.5783e-06 - mean_squared_error: 9.5783e-06 - val_loss: 7.0683e-06 - val_mean_squared_error: 7.0683e-06
Epoch 4/500
2170/2170 [==============================] - ETA: 0s - loss: 9.2003e-06 - mean_squared_error: 9.2003e-06
Epoch 00004: loss improved from 0.00001 to 0.00001, saving model to ./model_LSTM/43\04-0.0000.hdf5
2170/2170 [==============================] - 12s 6ms/step - loss: 9.2003e-06 - mean_squared_error: 9.2003e-06 - val_loss: 7.5625e-06 - val_mean_squared_error: 7.5625e-06
Epoch 5/500
2168/2170 [============================>.] - ETA: 0s - loss: 9.0193e-06 - mean_squared_error: 9.0193e-06
Epoch 00005: loss improved from 0.00001 to 0.00001, saving model to ./model_LSTM/43\05-0.0000.hdf5
2170/2170 [==============================] - 14s 6ms/step - loss: 9.0136e-06 - mean_squared_error: 9.0136e-06 - val_loss: 7.3361e-06 - val_mean_squared_error: 7.3361e-06
Epoch 6/500
2164/2170 [============================>.] - ETA: 0s - loss: 8.9383e-06 - mean_squared_error: 8.9383e-06
Epoch 00006: loss improved from 0.00001 to 0.00001, saving model to ./model_LSTM/43\06-0.0000.hdf5
2170/2170 [==============================] - 15s 7ms/step - loss: 8.9453e-06 - mean_squared_error: 8.9453e-06 - val_loss: 7.8919e-06 - val_mean_squared_error: 7.8919e-06
Epoch 7/500
2165/2170 [============================>.] - ETA: 0s - loss: 8.9679e-06 - mean_squared_error: 8.9679e-06 ETA: 1s - loss:
Epoch 00007: loss did not improve from 0.00001
2170/2170 [==============================] - 17s 8ms/step - loss: 8.9517e-06 - mean_squared_error: 8.9517e-06 - val_loss: 6.6652e-06 - val_mean_squared_error: 6.6652e-06
Epoch 8/500
2167/2170 [============================>.] - ETA: 0s - loss: 8.9796e-06 - mean_squared_error: 8.9796e-06
Epoch 00008: loss did not improve from 0.00001
2170/2170 [==============================] - 16s 7ms/step - loss: 8.9726e-06 - mean_squared_error: 8.9726e-06 - val_loss: 7.2178e-06 - val_mean_squared_error: 7.2178e-06
Epoch 9/500
2161/2170 [============================>.] - ETA: 0s - loss: 8.7498e-06 - mean_squared_error: 8.7498e-06
Epoch 00009: loss improved from 0.00001 to 0.00001, saving model to ./model_LSTM/43\09-0.0000.hdf5
2170/2170 [==============================] - 14s 6ms/step - loss: 8.7201e-06 - mean_squared_error: 8.7201e-06 - val_loss: 6.6883e-06 - val_mean_squared_error: 6.6883e-06
Epoch 10/500
2163/2170 [============================>.] - ETA: 0s - loss: 8.4909e-06 - mean_squared_error: 8.4909e-06
Epoch 00010: loss improved from 0.00001 to 0.00001, saving model to ./model_LSTM/43\10-0.0000.hdf5
2170/2170 [==============================] - 12s 6ms/step - loss: 8.4688e-06 - mean_squared_error: 8.4688e-06 - val_loss: 6.8430e-06 - val_mean_squared_error: 6.8430e-06
Epoch 11/500
2165/2170 [============================>.] - ETA: 0s - loss: 8.5098e-06 - mean_squared_error: 8.5098e-06
Epoch 00011: loss did not improve from 0.00001
2170/2170 [==============================] - 13s 6ms/step - loss: 8.4953e-06 - mean_squared_error: 8.4953e-06 - val_loss: 6.4276e-06 - val_mean_squared_error: 6.4276e-06
Epoch 12/500
2170/2170 [==============================] - ETA: 0s - loss: 8.5270e-06 - mean_squared_error: 8.5270e-06
Epoch 00012: loss did not improve from 0.00001
2170/2170 [==============================] - 12s 6ms/step - loss: 8.5270e-06 - mean_squared_error: 8.5270e-06 - val_loss: 6.7489e-06 - val_mean_squared_error: 6.7489e-06
Epoch 13/500
2162/2170 [============================>.] - ETA: 0s - loss: 8.4951e-06 - mean_squared_error: 8.4951e-06
Epoch 00013: loss did not improve from 0.00001
2170/2170 [==============================] - 13s 6ms/step - loss: 8.4816e-06 - mean_squared_error: 8.4816e-06 - val_loss: 6.7650e-06 - val_mean_squared_error: 6.7650e-06
Epoch 14/500
2163/2170 [============================>.] - ETA: 0s - loss: 8.3396e-06 - mean_squared_error: 8.3396e-06
Epoch 00014: loss improved from 0.00001 to 0.00001, saving model to ./model_LSTM/43\14-0.0000.hdf5
2170/2170 [==============================] - 13s 6ms/step - loss: 8.3215e-06 - mean_squared_error: 8.3215e-06 - val_loss: 6.3918e-06 - val_mean_squared_error: 6.3918e-06
Epoch 15/500
2166/2170 [============================>.] - ETA: 0s - loss: 8.5323e-06 - mean_squared_error: 8.5323e-06
Epoch 00015: loss did not improve from 0.00001
2170/2170 [==============================] - 20s 9ms/step - loss: 8.5195e-06 - mean_squared_error: 8.5195e-06 - val_loss: 6.4532e-06 - val_mean_squared_error: 6.4532e-06
Epoch 16/500
2169/2170 [============================>.] - ETA: 0s - loss: 8.4867e-06 - mean_squared_error: 8.4867e-06 ETA: 0s - loss: 8.5257e-06 - mean_squared_error: 8.52
Epoch 00016: loss did not improve from 0.00001
2170/2170 [==============================] - 24s 11ms/step - loss: 8.4846e-06 - mean_squared_error: 8.4846e-06 - val_loss: 6.4156e-06 - val_mean_squared_error: 6.4156e-06
Epoch 17/500
2169/2170 [============================>.] - ETA: 0s - loss: 8.1310e-06 - mean_squared_error: 8.1310e-06
Epoch 00017: loss improved from 0.00001 to 0.00001, saving model to ./model_LSTM/43\17-0.0000.hdf5
2170/2170 [==============================] - 26s 12ms/step - loss: 8.1294e-06 - mean_squared_error: 8.1294e-06 - val_loss: 6.5031e-06 - val_mean_squared_error: 6.5031e-06
Epoch 18/500
2170/2170 [==============================] - ETA: 0s - loss: 8.1400e-06 - mean_squared_error: 8.1400e-06
Epoch 00018: loss did not improve from 0.00001
2170/2170 [==============================] - 20s 9ms/step - loss: 8.1400e-06 - mean_squared_error: 8.1400e-06 - val_loss: 7.1238e-06 - val_mean_squared_error: 7.1238e-06
Epoch 19/500
2168/2170 [============================>.] - ETA: 0s - loss: 8.5659e-06 - mean_squared_error: 8.5659e-06
Epoch 00019: loss did not improve from 0.00001
2170/2170 [==============================] - 16s 7ms/step - loss: 8.5656e-06 - mean_squared_error: 8.5656e-06 - val_loss: 6.0076e-06 - val_mean_squared_error: 6.0076e-06
Epoch 20/500
2168/2170 [============================>.] - ETA: 0s - loss: 8.0335e-06 - mean_squared_error: 8.0335e-06
Epoch 00020: loss improved from 0.00001 to 0.00001, saving model to ./model_LSTM/43\20-0.0000.hdf5
2170/2170 [==============================] - 18s 8ms/step - loss: 8.0282e-06 - mean_squared_error: 8.0282e-06 - val_loss: 6.0013e-06 - val_mean_squared_error: 6.0013e-06
Epoch 21/500
2165/2170 [============================>.] - ETA: 0s - loss: 8.1664e-06 - mean_squared_error: 8.1664e-06
Epoch 00021: loss did not improve from 0.00001
2170/2170 [==============================] - 20s 9ms/step - loss: 8.1608e-06 - mean_squared_error: 8.1608e-06 - val_loss: 6.0430e-06 - val_mean_squared_error: 6.0430e-06
Epoch 22/500
2169/2170 [============================>.] - ETA: 0s - loss: 8.1672e-06 - mean_squared_error: 8.1672e-06
Epoch 00022: loss did not improve from 0.00001
2170/2170 [==============================] - 20s 9ms/step - loss: 8.1656e-06 - mean_squared_error: 8.1656e-06 - val_loss: 6.0178e-06 - val_mean_squared_error: 6.0178e-06
Epoch 23/500
2168/2170 [============================>.] - ETA: 0s - loss: 8.3974e-06 - mean_squared_error: 8.3974e-06
Epoch 00023: loss did not improve from 0.00001
2170/2170 [==============================] - 23s 11ms/step - loss: 8.3921e-06 - mean_squared_error: 8.3921e-06 - val_loss: 5.9761e-06 - val_mean_squared_error: 5.9761e-06
Epoch 24/500
2169/2170 [============================>.] - ETA: 0s - loss: 8.1735e-06 - mean_squared_error: 8.1735e-06
Epoch 00024: loss did not improve from 0.00001
2170/2170 [==============================] - 28s 13ms/step - loss: 8.1717e-06 - mean_squared_error: 8.1717e-06 - val_loss: 5.8165e-06 - val_mean_squared_error: 5.8165e-06
Epoch 25/500
2167/2170 [============================>.] - ETA: 0s - loss: 8.3966e-06 - mean_squared_error: 8.3966e-06
Epoch 00025: loss did not improve from 0.00001
2170/2170 [==============================] - 25s 12ms/step - loss: 8.3927e-06 - mean_squared_error: 8.3927e-06 - val_loss: 5.5452e-06 - val_mean_squared_error: 5.5452e-06
Epoch 00025: early stopping
Epoch 1/500
2170/2176 [============================>.] - ETA: 0s - loss: 1.7487e-04 - mean_squared_error: 1.7487e-04
Epoch 00001: loss improved from inf to 0.00018, saving model to ./model_LSTM/44\01-0.0001.hdf5
2176/2176 [==============================] - 19s 9ms/step - loss: 1.7518e-04 - mean_squared_error: 1.7518e-04 - val_loss: 6.3786e-05 - val_mean_squared_error: 6.3786e-05
Epoch 2/500
2175/2176 [============================>.] - ETA: 0s - loss: 1.6822e-04 - mean_squared_error: 1.6822e-04
Epoch 00002: loss improved from 0.00018 to 0.00017, saving model to ./model_LSTM/44\02-0.0001.hdf5
2176/2176 [==============================] - 18s 8ms/step - loss: 1.6822e-04 - mean_squared_error: 1.6822e-04 - val_loss: 6.2718e-05 - val_mean_squared_error: 6.2718e-05
Epoch 3/500
2169/2176 [============================>.] - ETA: 0s - loss: 1.6481e-04 - mean_squared_error: 1.6481e-04
Epoch 00003: loss improved from 0.00017 to 0.00017, saving model to ./model_LSTM/44\03-0.0001.hdf5
2176/2176 [==============================] - 22s 10ms/step - loss: 1.6595e-04 - mean_squared_error: 1.6595e-04 - val_loss: 9.0863e-05 - val_mean_squared_error: 9.0863e-05
Epoch 4/500
2168/2176 [============================>.] - ETA: 0s - loss: 1.6394e-04 - mean_squared_error: 1.6394e-04
Epoch 00004: loss improved from 0.00017 to 0.00017, saving model to ./model_LSTM/44\04-0.0001.hdf5
2176/2176 [==============================] - 14s 7ms/step - loss: 1.6559e-04 - mean_squared_error: 1.6559e-04 - val_loss: 6.7700e-05 - val_mean_squared_error: 6.7700e-05
Epoch 5/500
2171/2176 [============================>.] - ETA: 0s - loss: 1.6296e-04 - mean_squared_error: 1.6296e-04
Epoch 00005: loss improved from 0.00017 to 0.00016, saving model to ./model_LSTM/44\05-0.0001.hdf5
2176/2176 [==============================] - 14s 6ms/step - loss: 1.6279e-04 - mean_squared_error: 1.6279e-04 - val_loss: 6.2583e-05 - val_mean_squared_error: 6.2583e-05
Epoch 6/500
2171/2176 [============================>.] - ETA: 0s - loss: 1.6192e-04 - mean_squared_error: 1.6192e-04
Epoch 00006: loss improved from 0.00016 to 0.00016, saving model to ./model_LSTM/44\06-0.0001.hdf5
2176/2176 [==============================] - 14s 6ms/step - loss: 1.6162e-04 - mean_squared_error: 1.6162e-04 - val_loss: 5.5361e-05 - val_mean_squared_error: 5.5361e-05
Epoch 7/500
2168/2176 [============================>.] - ETA: 0s - loss: 1.5989e-04 - mean_squared_error: 1.5989e-04
Epoch 00007: loss improved from 0.00016 to 0.00016, saving model to ./model_LSTM/44\07-0.0001.hdf5
2176/2176 [==============================] - 16s 8ms/step - loss: 1.5956e-04 - mean_squared_error: 1.5956e-04 - val_loss: 6.2048e-05 - val_mean_squared_error: 6.2048e-05
Epoch 8/500
2174/2176 [============================>.] - ETA: 0s - loss: 1.5748e-04 - mean_squared_error: 1.5748e-04
Epoch 00008: loss improved from 0.00016 to 0.00016, saving model to ./model_LSTM/44\08-0.0001.hdf5
2176/2176 [==============================] - 16s 7ms/step - loss: 1.5740e-04 - mean_squared_error: 1.5740e-04 - val_loss: 5.9622e-05 - val_mean_squared_error: 5.9622e-05
Epoch 9/500
2168/2176 [============================>.] - ETA: 0s - loss: 1.5945e-04 - mean_squared_error: 1.5945e-04
Epoch 00009: loss did not improve from 0.00016
2176/2176 [==============================] - 14s 6ms/step - loss: 1.5906e-04 - mean_squared_error: 1.5906e-04 - val_loss: 6.1024e-05 - val_mean_squared_error: 6.1024e-05
Epoch 10/500
2169/2176 [============================>.] - ETA: 0s - loss: 1.5934e-04 - mean_squared_error: 1.5934e-04
Epoch 00010: loss did not improve from 0.00016
2176/2176 [==============================] - 12s 6ms/step - loss: 1.5949e-04 - mean_squared_error: 1.5949e-04 - val_loss: 6.0703e-05 - val_mean_squared_error: 6.0703e-05
Epoch 11/500
2175/2176 [============================>.] - ETA: 0s - loss: 1.5709e-04 - mean_squared_error: 1.5709e-04
Epoch 00011: loss improved from 0.00016 to 0.00016, saving model to ./model_LSTM/44\11-0.0001.hdf5
2176/2176 [==============================] - 12s 5ms/step - loss: 1.5709e-04 - mean_squared_error: 1.5709e-04 - val_loss: 5.8480e-05 - val_mean_squared_error: 5.8480e-05
Epoch 12/500
2176/2176 [==============================] - ETA: 0s - loss: 1.5593e-04 - mean_squared_error: 1.5593e-04
Epoch 00012: loss improved from 0.00016 to 0.00016, saving model to ./model_LSTM/44\12-0.0001.hdf5
2176/2176 [==============================] - 14s 6ms/step - loss: 1.5593e-04 - mean_squared_error: 1.5593e-04 - val_loss: 5.6758e-05 - val_mean_squared_error: 5.6758e-05
Epoch 13/500
2173/2176 [============================>.] - ETA: 0s - loss: 1.5756e-04 - mean_squared_error: 1.5756e-04
Epoch 00013: loss did not improve from 0.00016
2176/2176 [==============================] - 17s 8ms/step - loss: 1.5741e-04 - mean_squared_error: 1.5741e-04 - val_loss: 5.7933e-05 - val_mean_squared_error: 5.7933e-05
Epoch 14/500
2171/2176 [============================>.] - ETA: 0s - loss: 1.5761e-04 - mean_squared_error: 1.5761e-04
Epoch 00014: loss did not improve from 0.00016
2176/2176 [==============================] - 19s 9ms/step - loss: 1.5732e-04 - mean_squared_error: 1.5732e-04 - val_loss: 5.7963e-05 - val_mean_squared_error: 5.7963e-05
Epoch 15/500
2170/2176 [============================>.] - ETA: 0s - loss: 1.5515e-04 - mean_squared_error: 1.5515e-04
Epoch 00015: loss did not improve from 0.00016
2176/2176 [==============================] - 16s 7ms/step - loss: 1.5596e-04 - mean_squared_error: 1.5596e-04 - val_loss: 8.9241e-05 - val_mean_squared_error: 8.9241e-05
Epoch 16/500
2175/2176 [============================>.] - ETA: 0s - loss: 1.5461e-04 - mean_squared_error: 1.5461e-04
Epoch 00016: loss improved from 0.00016 to 0.00015, saving model to ./model_LSTM/44\16-0.0001.hdf5
2176/2176 [==============================] - 16s 7ms/step - loss: 1.5461e-04 - mean_squared_error: 1.5461e-04 - val_loss: 5.6938e-05 - val_mean_squared_error: 5.6938e-05
Epoch 17/500
2175/2176 [============================>.] - ETA: 0s - loss: 1.5414e-04 - mean_squared_error: 1.5414e-04
Epoch 00017: loss improved from 0.00015 to 0.00015, saving model to ./model_LSTM/44\17-0.0001.hdf5
2176/2176 [==============================] - 16s 7ms/step - loss: 1.5414e-04 - mean_squared_error: 1.5414e-04 - val_loss: 6.1635e-05 - val_mean_squared_error: 6.1635e-05
Epoch 18/500
2173/2176 [============================>.] - ETA: 0s - loss: 1.5427e-04 - mean_squared_error: 1.5427e-04
Epoch 00018: loss improved from 0.00015 to 0.00015, saving model to ./model_LSTM/44\18-0.0001.hdf5
2176/2176 [==============================] - 15s 7ms/step - loss: 1.5412e-04 - mean_squared_error: 1.5412e-04 - val_loss: 5.8850e-05 - val_mean_squared_error: 5.8850e-05
Epoch 19/500
2174/2176 [============================>.] - ETA: 0s - loss: 1.5466e-04 - mean_squared_error: 1.5466e-04
Epoch 00019: loss did not improve from 0.00015
2176/2176 [==============================] - 12s 6ms/step - loss: 1.5460e-04 - mean_squared_error: 1.5460e-04 - val_loss: 9.2522e-05 - val_mean_squared_error: 9.2522e-05
Epoch 20/500
2170/2176 [============================>.] - ETA: 0s - loss: 1.5308e-04 - mean_squared_error: 1.5308e-04
Epoch 00020: loss improved from 0.00015 to 0.00015, saving model to ./model_LSTM/44\20-0.0001.hdf5
2176/2176 [==============================] - 13s 6ms/step - loss: 1.5283e-04 - mean_squared_error: 1.5283e-04 - val_loss: 5.6818e-05 - val_mean_squared_error: 5.6818e-05
Epoch 21/500
2174/2176 [============================>.] - ETA: 0s - loss: 1.5405e-04 - mean_squared_error: 1.5405e-04
Epoch 00021: loss did not improve from 0.00015
2176/2176 [==============================] - 12s 6ms/step - loss: 1.5401e-04 - mean_squared_error: 1.5401e-04 - val_loss: 8.1682e-05 - val_mean_squared_error: 8.1682e-05
Epoch 22/500
2173/2176 [============================>.] - ETA: 0s - loss: 1.5307e-04 - mean_squared_error: 1.5307e-04
Epoch 00022: loss did not improve from 0.00015
2176/2176 [==============================] - 12s 5ms/step - loss: 1.5321e-04 - mean_squared_error: 1.5321e-04 - val_loss: 7.7186e-05 - val_mean_squared_error: 7.7186e-05
Epoch 23/500
2174/2176 [============================>.] - ETA: 0s - loss: 1.5333e-04 - mean_squared_error: 1.5333e-04
Epoch 00023: loss did not improve from 0.00015
2176/2176 [==============================] - 12s 5ms/step - loss: 1.5326e-04 - mean_squared_error: 1.5326e-04 - val_loss: 5.8902e-05 - val_mean_squared_error: 5.8902e-05
Epoch 24/500
2170/2176 [============================>.] - ETA: 0s - loss: 1.4987e-04 - mean_squared_error: 1.4987e-04
Epoch 00024: loss improved from 0.00015 to 0.00015, saving model to ./model_LSTM/44\24-0.0001.hdf5
2176/2176 [==============================] - 12s 6ms/step - loss: 1.4956e-04 - mean_squared_error: 1.4956e-04 - val_loss: 6.0287e-05 - val_mean_squared_error: 6.0287e-05
Epoch 25/500
2171/2176 [============================>.] - ETA: 0s - loss: 1.4930e-04 - mean_squared_error: 1.4930e-04
Epoch 00025: loss improved from 0.00015 to 0.00015, saving model to ./model_LSTM/44\25-0.0001.hdf5
2176/2176 [==============================] - 13s 6ms/step - loss: 1.4907e-04 - mean_squared_error: 1.4907e-04 - val_loss: 5.9113e-05 - val_mean_squared_error: 5.9113e-05
Epoch 26/500
2171/2176 [============================>.] - ETA: 0s - loss: 1.4922e-04 - mean_squared_error: 1.4922e-04
Epoch 00026: loss improved from 0.00015 to 0.00015, saving model to ./model_LSTM/44\26-0.0001.hdf5
2176/2176 [==============================] - 14s 6ms/step - loss: 1.4901e-04 - mean_squared_error: 1.4901e-04 - val_loss: 6.1549e-05 - val_mean_squared_error: 6.1549e-05
Epoch 27/500
2171/2176 [============================>.] - ETA: 0s - loss: 1.4884e-04 - mean_squared_error: 1.4884e-04 ETA: 0s - loss: 1.4911e-04 - mean_squared_err
Epoch 00027: loss improved from 0.00015 to 0.00015, saving model to ./model_LSTM/44\27-0.0001.hdf5
2176/2176 [==============================] - 14s 7ms/step - loss: 1.4860e-04 - mean_squared_error: 1.4860e-04 - val_loss: 6.1440e-05 - val_mean_squared_error: 6.1440e-05
Epoch 28/500
2174/2176 [============================>.] - ETA: 0s - loss: 1.5090e-04 - mean_squared_error: 1.5090e-04
Epoch 00028: loss did not improve from 0.00015
2176/2176 [==============================] - 18s 8ms/step - loss: 1.5083e-04 - mean_squared_error: 1.5083e-04 - val_loss: 5.6400e-05 - val_mean_squared_error: 5.6400e-05
Epoch 29/500
2169/2176 [============================>.] - ETA: 0s - loss: 1.4666e-04 - mean_squared_error: 1.4666e-04
Epoch 00029: loss improved from 0.00015 to 0.00015, saving model to ./model_LSTM/44\29-0.0001.hdf5
2176/2176 [==============================] - 17s 8ms/step - loss: 1.4742e-04 - mean_squared_error: 1.4742e-04 - val_loss: 6.3089e-05 - val_mean_squared_error: 6.3089e-05
Epoch 30/500
2175/2176 [============================>.] - ETA: 0s - loss: 1.4909e-04 - mean_squared_error: 1.4909e-04
Epoch 00030: loss did not improve from 0.00015
2176/2176 [==============================] - 16s 7ms/step - loss: 1.4909e-04 - mean_squared_error: 1.4909e-04 - val_loss: 5.8369e-05 - val_mean_squared_error: 5.8369e-05
Epoch 31/500
2170/2176 [============================>.] - ETA: 0s - loss: 1.4746e-04 - mean_squared_error: 1.4746e-04
Epoch 00031: loss improved from 0.00015 to 0.00015, saving model to ./model_LSTM/44\31-0.0001.hdf5
2176/2176 [==============================] - 13s 6ms/step - loss: 1.4713e-04 - mean_squared_error: 1.4713e-04 - val_loss: 5.6767e-05 - val_mean_squared_error: 5.6767e-05
Epoch 32/500
2174/2176 [============================>.] - ETA: 0s - loss: 1.4602e-04 - mean_squared_error: 1.4602e-04
Epoch 00032: loss improved from 0.00015 to 0.00015, saving model to ./model_LSTM/44\32-0.0001.hdf5
2176/2176 [==============================] - 20s 9ms/step - loss: 1.4598e-04 - mean_squared_error: 1.4598e-04 - val_loss: 6.0164e-05 - val_mean_squared_error: 6.0164e-05
Epoch 33/500
2173/2176 [============================>.] - ETA: 0s - loss: 1.4463e-04 - mean_squared_error: 1.4463e-04
Epoch 00033: loss improved from 0.00015 to 0.00014, saving model to ./model_LSTM/44\33-0.0001.hdf5
2176/2176 [==============================] - 16s 8ms/step - loss: 1.4449e-04 - mean_squared_error: 1.4449e-04 - val_loss: 5.7408e-05 - val_mean_squared_error: 5.7408e-05
Epoch 34/500
2172/2176 [============================>.] - ETA: 0s - loss: 1.4724e-04 - mean_squared_error: 1.4724e-04
Epoch 00034: loss did not improve from 0.00014
2176/2176 [==============================] - 15s 7ms/step - loss: 1.4713e-04 - mean_squared_error: 1.4713e-04 - val_loss: 6.2695e-05 - val_mean_squared_error: 6.2695e-05
Epoch 35/500
2173/2176 [============================>.] - ETA: 0s - loss: 1.4550e-04 - mean_squared_error: 1.4550e-04
Epoch 00035: loss did not improve from 0.00014
2176/2176 [==============================] - 13s 6ms/step - loss: 1.4536e-04 - mean_squared_error: 1.4536e-04 - val_loss: 5.8070e-05 - val_mean_squared_error: 5.8070e-05
Epoch 36/500
2175/2176 [============================>.] - ETA: 0s - loss: 1.4526e-04 - mean_squared_error: 1.4526e-04
Epoch 00036: loss did not improve from 0.00014
2176/2176 [==============================] - 16s 7ms/step - loss: 1.4526e-04 - mean_squared_error: 1.4526e-04 - val_loss: 5.8968e-05 - val_mean_squared_error: 5.8968e-05
Epoch 37/500
2170/2176 [============================>.] - ETA: 0s - loss: 1.4421e-04 - mean_squared_error: 1.4421e-04
Epoch 00037: loss improved from 0.00014 to 0.00014, saving model to ./model_LSTM/44\37-0.0001.hdf5
2176/2176 [==============================] - 18s 8ms/step - loss: 1.4403e-04 - mean_squared_error: 1.4403e-04 - val_loss: 5.6697e-05 - val_mean_squared_error: 5.6697e-05
Epoch 38/500
2169/2176 [============================>.] - ETA: 0s - loss: 1.4482e-04 - mean_squared_error: 1.4482e-04
Epoch 00038: loss did not improve from 0.00014
2176/2176 [==============================] - 15s 7ms/step - loss: 1.4480e-04 - mean_squared_error: 1.4480e-04 - val_loss: 5.7650e-05 - val_mean_squared_error: 5.7650e-05
Epoch 39/500
2170/2176 [============================>.] - ETA: 0s - loss: 1.4289e-04 - mean_squared_error: 1.4289e-04
Epoch 00039: loss improved from 0.00014 to 0.00014, saving model to ./model_LSTM/44\39-0.0001.hdf5
2176/2176 [==============================] - 13s 6ms/step - loss: 1.4270e-04 - mean_squared_error: 1.4270e-04 - val_loss: 5.6151e-05 - val_mean_squared_error: 5.6151e-05
Epoch 40/500
2172/2176 [============================>.] - ETA: 0s - loss: 1.4570e-04 - mean_squared_error: 1.4570e-04
Epoch 00040: loss did not improve from 0.00014
2176/2176 [==============================] - 12s 6ms/step - loss: 1.4551e-04 - mean_squared_error: 1.4551e-04 - val_loss: 6.4780e-05 - val_mean_squared_error: 6.4780e-05
Epoch 41/500
2165/2176 [============================>.] - ETA: 0s - loss: 1.4231e-04 - mean_squared_error: 1.4231e-04
Epoch 00041: loss improved from 0.00014 to 0.00014, saving model to ./model_LSTM/44\41-0.0001.hdf5
2176/2176 [==============================] - 11s 5ms/step - loss: 1.4210e-04 - mean_squared_error: 1.4210e-04 - val_loss: 5.8144e-05 - val_mean_squared_error: 5.8144e-05
Epoch 42/500
2175/2176 [============================>.] - ETA: 0s - loss: 1.4067e-04 - mean_squared_error: 1.4067e-04
Epoch 00042: loss improved from 0.00014 to 0.00014, saving model to ./model_LSTM/44\42-0.0001.hdf5
2176/2176 [==============================] - 13s 6ms/step - loss: 1.4067e-04 - mean_squared_error: 1.4067e-04 - val_loss: 6.6376e-05 - val_mean_squared_error: 6.6376e-05
Epoch 43/500
2165/2176 [============================>.] - ETA: 0s - loss: 1.4179e-04 - mean_squared_error: 1.4179e-04
Epoch 00043: loss did not improve from 0.00014
2176/2176 [==============================] - 12s 6ms/step - loss: 1.4130e-04 - mean_squared_error: 1.4130e-04 - val_loss: 6.1500e-05 - val_mean_squared_error: 6.1500e-05
Epoch 44/500
2167/2176 [============================>.] - ETA: 0s - loss: 1.4246e-04 - mean_squared_error: 1.4246e-04
Epoch 00044: loss did not improve from 0.00014
2176/2176 [==============================] - 13s 6ms/step - loss: 1.4199e-04 - mean_squared_error: 1.4199e-04 - val_loss: 5.8558e-05 - val_mean_squared_error: 5.8558e-05
Epoch 45/500
2166/2176 [============================>.] - ETA: 0s - loss: 1.4030e-04 - mean_squared_error: 1.4030e-04
Epoch 00045: loss improved from 0.00014 to 0.00014, saving model to ./model_LSTM/44\45-0.0001.hdf5
2176/2176 [==============================] - 14s 6ms/step - loss: 1.3978e-04 - mean_squared_error: 1.3978e-04 - val_loss: 5.8635e-05 - val_mean_squared_error: 5.8635e-05
Epoch 46/500
2175/2176 [============================>.] - ETA: 0s - loss: 1.4078e-04 - mean_squared_error: 1.4078e-04
Epoch 00046: loss did not improve from 0.00014
2176/2176 [==============================] - 14s 6ms/step - loss: 1.4077e-04 - mean_squared_error: 1.4077e-04 - val_loss: 5.6942e-05 - val_mean_squared_error: 5.6942e-05
Epoch 47/500
2172/2176 [============================>.] - ETA: 0s - loss: 1.3951e-04 - mean_squared_error: 1.3951e-04
Epoch 00047: loss improved from 0.00014 to 0.00014, saving model to ./model_LSTM/44\47-0.0001.hdf5
2176/2176 [==============================] - 17s 8ms/step - loss: 1.3932e-04 - mean_squared_error: 1.3932e-04 - val_loss: 6.1837e-05 - val_mean_squared_error: 6.1837e-05
Epoch 48/500
2168/2176 [============================>.] - ETA: 0s - loss: 1.3836e-04 - mean_squared_error: 1.3836e-04
Epoch 00048: loss improved from 0.00014 to 0.00014, saving model to ./model_LSTM/44\48-0.0001.hdf5
2176/2176 [==============================] - 15s 7ms/step - loss: 1.3860e-04 - mean_squared_error: 1.3860e-04 - val_loss: 6.7076e-05 - val_mean_squared_error: 6.7076e-05
Epoch 49/500
2172/2176 [============================>.] - ETA: 0s - loss: 1.3935e-04 - mean_squared_error: 1.3935e-04
Epoch 00049: loss did not improve from 0.00014
2176/2176 [==============================] - 13s 6ms/step - loss: 1.3933e-04 - mean_squared_error: 1.3933e-04 - val_loss: 6.5672e-05 - val_mean_squared_error: 6.5672e-05
Epoch 50/500
2169/2176 [============================>.] - ETA: 0s - loss: 1.3795e-04 - mean_squared_error: 1.3795e-04
Epoch 00050: loss improved from 0.00014 to 0.00014, saving model to ./model_LSTM/44\50-0.0001.hdf5
2176/2176 [==============================] - 14s 6ms/step - loss: 1.3759e-04 - mean_squared_error: 1.3759e-04 - val_loss: 6.2580e-05 - val_mean_squared_error: 6.2580e-05
Epoch 51/500
2171/2176 [============================>.] - ETA: 0s - loss: 1.3793e-04 - mean_squared_error: 1.3793e-04
Epoch 00051: loss did not improve from 0.00014
2176/2176 [==============================] - 12s 5ms/step - loss: 1.3814e-04 - mean_squared_error: 1.3814e-04 - val_loss: 7.3095e-05 - val_mean_squared_error: 7.3095e-05
Epoch 52/500
2173/2176 [============================>.] - ETA: 0s - loss: 1.3633e-04 - mean_squared_error: 1.3633e-04
Epoch 00052: loss improved from 0.00014 to 0.00014, saving model to ./model_LSTM/44\52-0.0001.hdf5
2176/2176 [==============================] - 13s 6ms/step - loss: 1.3622e-04 - mean_squared_error: 1.3622e-04 - val_loss: 5.6544e-05 - val_mean_squared_error: 5.6544e-05
Epoch 53/500
2167/2176 [============================>.] - ETA: 0s - loss: 1.4340e-04 - mean_squared_error: 1.4340e-04
Epoch 00053: loss did not improve from 0.00014
2176/2176 [==============================] - 17s 8ms/step - loss: 1.4307e-04 - mean_squared_error: 1.4307e-04 - val_loss: 5.9775e-05 - val_mean_squared_error: 5.9775e-05
Epoch 54/500
2171/2176 [============================>.] - ETA: 0s - loss: 1.3691e-04 - mean_squared_error: 1.3691e-04
Epoch 00054: loss did not improve from 0.00014
2176/2176 [==============================] - 13s 6ms/step - loss: 1.3672e-04 - mean_squared_error: 1.3672e-04 - val_loss: 6.0281e-05 - val_mean_squared_error: 6.0281e-05
Epoch 55/500
2173/2176 [============================>.] - ETA: 0s - loss: 1.3714e-04 - mean_squared_error: 1.3714e-04
Epoch 00055: loss did not improve from 0.00014
2176/2176 [==============================] - 14s 6ms/step - loss: 1.3736e-04 - mean_squared_error: 1.3736e-04 - val_loss: 6.6463e-05 - val_mean_squared_error: 6.6463e-05
Epoch 56/500
2172/2176 [============================>.] - ETA: 0s - loss: 1.3433e-04 - mean_squared_error: 1.3433e-04
Epoch 00056: loss improved from 0.00014 to 0.00013, saving model to ./model_LSTM/44\56-0.0001.hdf5
2176/2176 [==============================] - 17s 8ms/step - loss: 1.3457e-04 - mean_squared_error: 1.3457e-04 - val_loss: 6.9327e-05 - val_mean_squared_error: 6.9327e-05
Epoch 57/500
2175/2176 [============================>.] - ETA: 0s - loss: 1.3848e-04 - mean_squared_error: 1.3848e-04
Epoch 00057: loss did not improve from 0.00013
2176/2176 [==============================] - 16s 7ms/step - loss: 1.3848e-04 - mean_squared_error: 1.3848e-04 - val_loss: 5.8844e-05 - val_mean_squared_error: 5.8844e-05
Epoch 58/500
2173/2176 [============================>.] - ETA: 0s - loss: 1.3711e-04 - mean_squared_error: 1.3711e-04
Epoch 00058: loss did not improve from 0.00013
2176/2176 [==============================] - 20s 9ms/step - loss: 1.3700e-04 - mean_squared_error: 1.3700e-04 - val_loss: 5.8039e-05 - val_mean_squared_error: 5.8039e-05
Epoch 59/500
2172/2176 [============================>.] - ETA: 0s - loss: 1.3173e-04 - mean_squared_error: 1.3173e-04
Epoch 00059: loss improved from 0.00013 to 0.00013, saving model to ./model_LSTM/44\59-0.0001.hdf5
2176/2176 [==============================] - 14s 6ms/step - loss: 1.3158e-04 - mean_squared_error: 1.3158e-04 - val_loss: 6.1947e-05 - val_mean_squared_error: 6.1947e-05
Epoch 60/500
2172/2176 [============================>.] - ETA: 0s - loss: 1.3366e-04 - mean_squared_error: 1.3366e-04
Epoch 00060: loss did not improve from 0.00013
2176/2176 [==============================] - 13s 6ms/step - loss: 1.3351e-04 - mean_squared_error: 1.3351e-04 - val_loss: 5.8585e-05 - val_mean_squared_error: 5.8585e-05
Epoch 61/500
2167/2176 [============================>.] - ETA: 0s - loss: 1.3308e-04 - mean_squared_error: 1.3308e-04
Epoch 00061: loss did not improve from 0.00013
2176/2176 [==============================] - 12s 5ms/step - loss: 1.3263e-04 - mean_squared_error: 1.3263e-04 - val_loss: 6.9318e-05 - val_mean_squared_error: 6.9318e-05
Epoch 62/500
2176/2176 [==============================] - ETA: 0s - loss: 1.3137e-04 - mean_squared_error: 1.3137e-04
Epoch 00062: loss improved from 0.00013 to 0.00013, saving model to ./model_LSTM/44\62-0.0001.hdf5
2176/2176 [==============================] - 13s 6ms/step - loss: 1.3137e-04 - mean_squared_error: 1.3137e-04 - val_loss: 5.8572e-05 - val_mean_squared_error: 5.8572e-05
Epoch 63/500
2172/2176 [============================>.] - ETA: 0s - loss: 1.3613e-04 - mean_squared_error: 1.3613e-04
Epoch 00063: loss did not improve from 0.00013
2176/2176 [==============================] - 15s 7ms/step - loss: 1.3594e-04 - mean_squared_error: 1.3594e-04 - val_loss: 6.1098e-05 - val_mean_squared_error: 6.1098e-05
Epoch 64/500
2176/2176 [==============================] - ETA: 0s - loss: 1.2961e-04 - mean_squared_error: 1.2961e-04
Epoch 00064: loss improved from 0.00013 to 0.00013, saving model to ./model_LSTM/44\64-0.0001.hdf5
2176/2176 [==============================] - 14s 6ms/step - loss: 1.2961e-04 - mean_squared_error: 1.2961e-04 - val_loss: 6.2586e-05 - val_mean_squared_error: 6.2586e-05
Epoch 65/500
2176/2176 [==============================] - ETA: 0s - loss: 1.3047e-04 - mean_squared_error: 1.3047e-04
Epoch 00065: loss did not improve from 0.00013
2176/2176 [==============================] - 16s 7ms/step - loss: 1.3047e-04 - mean_squared_error: 1.3047e-04 - val_loss: 6.1201e-05 - val_mean_squared_error: 6.1201e-05
Epoch 66/500
2174/2176 [============================>.] - ETA: 0s - loss: 1.3098e-04 - mean_squared_error: 1.3098e-04
Epoch 00066: loss did not improve from 0.00013
2176/2176 [==============================] - 14s 6ms/step - loss: 1.3091e-04 - mean_squared_error: 1.3091e-04 - val_loss: 6.1595e-05 - val_mean_squared_error: 6.1595e-05
Epoch 67/500
2174/2176 [============================>.] - ETA: 0s - loss: 1.3185e-04 - mean_squared_error: 1.3185e-04
Epoch 00067: loss did not improve from 0.00013
2176/2176 [==============================] - 14s 7ms/step - loss: 1.3179e-04 - mean_squared_error: 1.3179e-04 - val_loss: 6.4619e-05 - val_mean_squared_error: 6.4619e-05
Epoch 68/500
2176/2176 [==============================] - ETA: 0s - loss: 1.3076e-04 - mean_squared_error: 1.3076e-04
Epoch 00068: loss did not improve from 0.00013
2176/2176 [==============================] - 18s 8ms/step - loss: 1.3076e-04 - mean_squared_error: 1.3076e-04 - val_loss: 6.1305e-05 - val_mean_squared_error: 6.1305e-05
Epoch 69/500
2172/2176 [============================>.] - ETA: 0s - loss: 1.3069e-04 - mean_squared_error: 1.3069e-04
Epoch 00069: loss did not improve from 0.00013
2176/2176 [==============================] - 20s 9ms/step - loss: 1.3064e-04 - mean_squared_error: 1.3064e-04 - val_loss: 6.0792e-05 - val_mean_squared_error: 6.0792e-05
Epoch 00069: early stopping
Epoch 1/500
1391/1399 [============================>.] - ETA: 0s - loss: 1.0696e-04 - mean_squared_error: 1.0696e-04
Epoch 00001: loss improved from inf to 0.00011, saving model to ./model_LSTM/45\01-0.0003.hdf5
1399/1399 [==============================] - 12s 9ms/step - loss: 1.0716e-04 - mean_squared_error: 1.0716e-04 - val_loss: 2.5811e-04 - val_mean_squared_error: 2.5811e-04
Epoch 2/500
1391/1399 [============================>.] - ETA: 0s - loss: 8.7377e-05 - mean_squared_error: 8.7377e-05
Epoch 00002: loss improved from 0.00011 to 0.00009, saving model to ./model_LSTM/45\02-0.0002.hdf5
1399/1399 [==============================] - 9s 6ms/step - loss: 8.8975e-05 - mean_squared_error: 8.8975e-05 - val_loss: 2.4250e-04 - val_mean_squared_error: 2.4250e-04
Epoch 3/500
1395/1399 [============================>.] - ETA: 0s - loss: 8.4101e-05 - mean_squared_error: 8.4101e-05
Epoch 00003: loss improved from 0.00009 to 0.00008, saving model to ./model_LSTM/45\03-0.0002.hdf5
1399/1399 [==============================] - 8s 6ms/step - loss: 8.3990e-05 - mean_squared_error: 8.3990e-05 - val_loss: 2.2549e-04 - val_mean_squared_error: 2.2549e-04
Epoch 4/500
1398/1399 [============================>.] - ETA: 0s - loss: 8.0024e-05 - mean_squared_error: 8.0024e-05
Epoch 00004: loss improved from 0.00008 to 0.00008, saving model to ./model_LSTM/45\04-0.0002.hdf5
1399/1399 [==============================] - 8s 5ms/step - loss: 7.9996e-05 - mean_squared_error: 7.9996e-05 - val_loss: 2.1784e-04 - val_mean_squared_error: 2.1784e-04
Epoch 5/500
1395/1399 [============================>.] - ETA: 0s - loss: 7.8105e-05 - mean_squared_error: 7.8105e-05
Epoch 00005: loss improved from 0.00008 to 0.00008, saving model to ./model_LSTM/45\05-0.0002.hdf5
1399/1399 [==============================] - 9s 6ms/step - loss: 7.7960e-05 - mean_squared_error: 7.7960e-05 - val_loss: 2.1844e-04 - val_mean_squared_error: 2.1844e-04
Epoch 6/500
1393/1399 [============================>.] - ETA: 0s - loss: 7.5535e-05 - mean_squared_error: 7.5535e-05
Epoch 00006: loss improved from 0.00008 to 0.00008, saving model to ./model_LSTM/45\06-0.0002.hdf5
1399/1399 [==============================] - 9s 7ms/step - loss: 7.5556e-05 - mean_squared_error: 7.5556e-05 - val_loss: 2.1540e-04 - val_mean_squared_error: 2.1540e-04
Epoch 7/500
1390/1399 [============================>.] - ETA: 0s - loss: 7.5148e-05 - mean_squared_error: 7.5148e-05
Epoch 00007: loss improved from 0.00008 to 0.00007, saving model to ./model_LSTM/45\07-0.0002.hdf5
1399/1399 [==============================] - 9s 6ms/step - loss: 7.4811e-05 - mean_squared_error: 7.4811e-05 - val_loss: 1.9868e-04 - val_mean_squared_error: 1.9868e-04
Epoch 8/500
1397/1399 [============================>.] - ETA: 0s - loss: 7.2691e-05 - mean_squared_error: 7.2691e-05 ETA: 0s - l
Epoch 00008: loss improved from 0.00007 to 0.00007, saving model to ./model_LSTM/45\08-0.0002.hdf5
1399/1399 [==============================] - 12s 8ms/step - loss: 7.2628e-05 - mean_squared_error: 7.2628e-05 - val_loss: 2.0411e-04 - val_mean_squared_error: 2.0411e-04
Epoch 9/500
1398/1399 [============================>.] - ETA: 0s - loss: 7.1298e-05 - mean_squared_error: 7.1298e-05
Epoch 00009: loss improved from 0.00007 to 0.00007, saving model to ./model_LSTM/45\09-0.0002.hdf5
1399/1399 [==============================] - 9s 6ms/step - loss: 7.1270e-05 - mean_squared_error: 7.1270e-05 - val_loss: 2.0231e-04 - val_mean_squared_error: 2.0231e-04
Epoch 10/500
1395/1399 [============================>.] - ETA: 0s - loss: 7.0508e-05 - mean_squared_error: 7.0508e-05
Epoch 00010: loss improved from 0.00007 to 0.00007, saving model to ./model_LSTM/45\10-0.0002.hdf5
1399/1399 [==============================] - 9s 7ms/step - loss: 7.0475e-05 - mean_squared_error: 7.0475e-05 - val_loss: 1.9844e-04 - val_mean_squared_error: 1.9844e-04
Epoch 11/500
1392/1399 [============================>.] - ETA: 0s - loss: 6.8711e-05 - mean_squared_error: 6.8711e-05 ETA: 1s - loss: 6.9476e-05 -  - ETA: 0s - loss: 6.9707e-05 - me
Epoch 00011: loss improved from 0.00007 to 0.00007, saving model to ./model_LSTM/45\11-0.0002.hdf5
1399/1399 [==============================] - 12s 8ms/step - loss: 6.8538e-05 - mean_squared_error: 6.8538e-05 - val_loss: 2.1084e-04 - val_mean_squared_error: 2.1084e-04
Epoch 12/500
1392/1399 [============================>.] - ETA: 0s - loss: 7.0418e-05 - mean_squared_error: 7.0418e-05
Epoch 00012: loss did not improve from 0.00007
1399/1399 [==============================] - 9s 7ms/step - loss: 7.0398e-05 - mean_squared_error: 7.0398e-05 - val_loss: 2.1958e-04 - val_mean_squared_error: 2.1958e-04
Epoch 13/500
1398/1399 [============================>.] - ETA: 0s - loss: 6.7996e-05 - mean_squared_error: 6.7996e-05
Epoch 00013: loss improved from 0.00007 to 0.00007, saving model to ./model_LSTM/45\13-0.0002.hdf5
1399/1399 [==============================] - 11s 8ms/step - loss: 6.8008e-05 - mean_squared_error: 6.8008e-05 - val_loss: 2.1272e-04 - val_mean_squared_error: 2.1272e-04
Epoch 14/500
1399/1399 [==============================] - ETA: 0s - loss: 6.7783e-05 - mean_squared_error: 6.7783e-05
Epoch 00014: loss improved from 0.00007 to 0.00007, saving model to ./model_LSTM/45\14-0.0002.hdf5
1399/1399 [==============================] - 12s 8ms/step - loss: 6.7783e-05 - mean_squared_error: 6.7783e-05 - val_loss: 2.2015e-04 - val_mean_squared_error: 2.2015e-04
Epoch 15/500
1399/1399 [==============================] - ETA: 0s - loss: 6.6842e-05 - mean_squared_error: 6.6842e-05
Epoch 00015: loss improved from 0.00007 to 0.00007, saving model to ./model_LSTM/45\15-0.0002.hdf5
1399/1399 [==============================] - 12s 9ms/step - loss: 6.6842e-05 - mean_squared_error: 6.6842e-05 - val_loss: 2.1234e-04 - val_mean_squared_error: 2.1234e-04
Epoch 16/500
1397/1399 [============================>.] - ETA: 0s - loss: 6.6164e-05 - mean_squared_error: 6.6164e-05
Epoch 00016: loss improved from 0.00007 to 0.00007, saving model to ./model_LSTM/45\16-0.0002.hdf5
1399/1399 [==============================] - 14s 10ms/step - loss: 6.6100e-05 - mean_squared_error: 6.6100e-05 - val_loss: 2.0464e-04 - val_mean_squared_error: 2.0464e-04
Epoch 17/500
1399/1399 [==============================] - ETA: 0s - loss: 6.6961e-05 - mean_squared_error: 6.6961e-05
Epoch 00017: loss did not improve from 0.00007
1399/1399 [==============================] - 15s 11ms/step - loss: 6.6961e-05 - mean_squared_error: 6.6961e-05 - val_loss: 2.0575e-04 - val_mean_squared_error: 2.0575e-04
Epoch 18/500
1393/1399 [============================>.] - ETA: 0s - loss: 6.5832e-05 - mean_squared_error: 6.5832e-05
Epoch 00018: loss improved from 0.00007 to 0.00007, saving model to ./model_LSTM/45\18-0.0002.hdf5
1399/1399 [==============================] - 8s 6ms/step - loss: 6.5644e-05 - mean_squared_error: 6.5644e-05 - val_loss: 2.3218e-04 - val_mean_squared_error: 2.3218e-04
Epoch 19/500
1399/1399 [==============================] - ETA: 0s - loss: 6.4242e-05 - mean_squared_error: 6.4242e-05
Epoch 00019: loss improved from 0.00007 to 0.00006, saving model to ./model_LSTM/45\19-0.0002.hdf5
1399/1399 [==============================] - 9s 7ms/step - loss: 6.4242e-05 - mean_squared_error: 6.4242e-05 - val_loss: 2.0450e-04 - val_mean_squared_error: 2.0450e-04
Epoch 20/500
1397/1399 [============================>.] - ETA: 0s - loss: 6.5217e-05 - mean_squared_error: 6.5217e-05
Epoch 00020: loss did not improve from 0.00006
1399/1399 [==============================] - 10s 7ms/step - loss: 6.5164e-05 - mean_squared_error: 6.5164e-05 - val_loss: 2.3181e-04 - val_mean_squared_error: 2.3181e-04
Epoch 21/500
1397/1399 [============================>.] - ETA: 0s - loss: 6.4478e-05 - mean_squared_error: 6.4478e-05
Epoch 00021: loss did not improve from 0.00006
1399/1399 [==============================] - 10s 7ms/step - loss: 6.4449e-05 - mean_squared_error: 6.4449e-05 - val_loss: 2.1112e-04 - val_mean_squared_error: 2.1112e-04
Epoch 22/500
1399/1399 [==============================] - ETA: 0s - loss: 6.3992e-05 - mean_squared_error: 6.3992e-05
Epoch 00022: loss improved from 0.00006 to 0.00006, saving model to ./model_LSTM/45\22-0.0002.hdf5
1399/1399 [==============================] - 11s 8ms/step - loss: 6.3992e-05 - mean_squared_error: 6.3992e-05 - val_loss: 2.0979e-04 - val_mean_squared_error: 2.0979e-04
Epoch 23/500
1390/1399 [============================>.] - ETA: 0s - loss: 6.4877e-05 - mean_squared_error: 6.4877e-05
Epoch 00023: loss did not improve from 0.00006
1399/1399 [==============================] - 9s 7ms/step - loss: 6.4655e-05 - mean_squared_error: 6.4655e-05 - val_loss: 2.0539e-04 - val_mean_squared_error: 2.0539e-04
Epoch 24/500
1390/1399 [============================>.] - ETA: 0s - loss: 6.3008e-05 - mean_squared_error: 6.3008e-05
Epoch 00024: loss improved from 0.00006 to 0.00006, saving model to ./model_LSTM/45\24-0.0002.hdf5
1399/1399 [==============================] - 9s 7ms/step - loss: 6.3428e-05 - mean_squared_error: 6.3428e-05 - val_loss: 2.1675e-04 - val_mean_squared_error: 2.1675e-04
Epoch 25/500
1396/1399 [============================>.] - ETA: 0s - loss: 6.4470e-05 - mean_squared_error: 6.4470e-05
Epoch 00025: loss did not improve from 0.00006
1399/1399 [==============================] - 10s 7ms/step - loss: 6.4443e-05 - mean_squared_error: 6.4443e-05 - val_loss: 2.1381e-04 - val_mean_squared_error: 2.1381e-04
Epoch 26/500
1392/1399 [============================>.] - ETA: 0s - loss: 6.3284e-05 - mean_squared_error: 6.3284e-05
Epoch 00026: loss improved from 0.00006 to 0.00006, saving model to ./model_LSTM/45\26-0.0002.hdf5
1399/1399 [==============================] - 9s 6ms/step - loss: 6.3105e-05 - mean_squared_error: 6.3105e-05 - val_loss: 2.0582e-04 - val_mean_squared_error: 2.0582e-04
Epoch 27/500
1399/1399 [==============================] - ETA: 0s - loss: 6.3068e-05 - mean_squared_error: 6.3068e-05 ETA: 1s - loss: 6.4221e-05 - mean_squared_error:  - ETA: 0s - loss: 6.3
Epoch 00027: loss improved from 0.00006 to 0.00006, saving model to ./model_LSTM/45\27-0.0002.hdf5
1399/1399 [==============================] - 13s 9ms/step - loss: 6.3068e-05 - mean_squared_error: 6.3068e-05 - val_loss: 2.0233e-04 - val_mean_squared_error: 2.0233e-04
Epoch 28/500
1392/1399 [============================>.] - ETA: 0s - loss: 6.3707e-05 - mean_squared_error: 6.3707e-05 ETA: 4s - loss: 6.7085e-05 - mean_squared
Epoch 00028: loss did not improve from 0.00006
1399/1399 [==============================] - 17s 12ms/step - loss: 6.3492e-05 - mean_squared_error: 6.3492e-05 - val_loss: 1.9914e-04 - val_mean_squared_error: 1.9914e-04
Epoch 29/500
1398/1399 [============================>.] - ETA: 0s - loss: 6.1318e-05 - mean_squared_error: 6.1318e-05
Epoch 00029: loss improved from 0.00006 to 0.00006, saving model to ./model_LSTM/45\29-0.0002.hdf5
1399/1399 [==============================] - 10s 7ms/step - loss: 6.1296e-05 - mean_squared_error: 6.1296e-05 - val_loss: 2.0417e-04 - val_mean_squared_error: 2.0417e-04
Epoch 30/500
1398/1399 [============================>.] - ETA: 0s - loss: 6.2507e-05 - mean_squared_error: 6.2507e-05
Epoch 00030: loss did not improve from 0.00006
1399/1399 [==============================] - 8s 5ms/step - loss: 6.2493e-05 - mean_squared_error: 6.2493e-05 - val_loss: 1.9978e-04 - val_mean_squared_error: 1.9978e-04
Epoch 31/500
1392/1399 [============================>.] - ETA: 0s - loss: 6.2155e-05 - mean_squared_error: 6.2155e-05
Epoch 00031: loss did not improve from 0.00006
1399/1399 [==============================] - 7s 5ms/step - loss: 6.2616e-05 - mean_squared_error: 6.2616e-05 - val_loss: 1.9305e-04 - val_mean_squared_error: 1.9305e-04
Epoch 32/500
1396/1399 [============================>.] - ETA: 0s - loss: 6.0833e-05 - mean_squared_error: 6.0833e-05
Epoch 00032: loss improved from 0.00006 to 0.00006, saving model to ./model_LSTM/45\32-0.0002.hdf5
1399/1399 [==============================] - 7s 5ms/step - loss: 6.0826e-05 - mean_squared_error: 6.0826e-05 - val_loss: 2.0860e-04 - val_mean_squared_error: 2.0860e-04
Epoch 33/500
1388/1399 [============================>.] - ETA: 0s - loss: 6.1548e-05 - mean_squared_error: 6.1548e-05
Epoch 00033: loss did not improve from 0.00006
1399/1399 [==============================] - 7s 5ms/step - loss: 6.1405e-05 - mean_squared_error: 6.1405e-05 - val_loss: 2.0635e-04 - val_mean_squared_error: 2.0635e-04
Epoch 34/500
1389/1399 [============================>.] - ETA: 0s - loss: 6.2330e-05 - mean_squared_error: 6.2330e-05
Epoch 00034: loss did not improve from 0.00006
1399/1399 [==============================] - 7s 5ms/step - loss: 6.2085e-05 - mean_squared_error: 6.2085e-05 - val_loss: 2.0088e-04 - val_mean_squared_error: 2.0088e-04
Epoch 35/500
1396/1399 [============================>.] - ETA: 0s - loss: 6.2523e-05 - mean_squared_error: 6.2523e-05
Epoch 00035: loss did not improve from 0.00006
1399/1399 [==============================] - 7s 5ms/step - loss: 6.2468e-05 - mean_squared_error: 6.2468e-05 - val_loss: 1.9474e-04 - val_mean_squared_error: 1.9474e-04
Epoch 36/500
1399/1399 [==============================] - ETA: 0s - loss: 6.0953e-05 - mean_squared_error: 6.0953e-05
Epoch 00036: loss did not improve from 0.00006
1399/1399 [==============================] - 7s 5ms/step - loss: 6.0953e-05 - mean_squared_error: 6.0953e-05 - val_loss: 1.9856e-04 - val_mean_squared_error: 1.9856e-04
Epoch 37/500
1399/1399 [==============================] - ETA: 0s - loss: 6.1000e-05 - mean_squared_error: 6.1000e-05
Epoch 00037: loss did not improve from 0.00006
1399/1399 [==============================] - 8s 6ms/step - loss: 6.1000e-05 - mean_squared_error: 6.1000e-05 - val_loss: 2.0738e-04 - val_mean_squared_error: 2.0738e-04
Epoch 00037: early stopping
Epoch 1/500
1397/1399 [============================>.] - ETA: 0s - loss: 5.9788e-05 - mean_squared_error: 5.9788e-05
Epoch 00001: loss improved from inf to 0.00006, saving model to ./model_LSTM/46\01-0.0002.hdf5
1399/1399 [==============================] - 8s 6ms/step - loss: 5.9746e-05 - mean_squared_error: 5.9746e-05 - val_loss: 2.1310e-04 - val_mean_squared_error: 2.1310e-04
Epoch 2/500
1397/1399 [============================>.] - ETA: 0s - loss: 6.1861e-05 - mean_squared_error: 6.1861e-05
Epoch 00002: loss did not improve from 0.00006
1399/1399 [==============================] - 8s 5ms/step - loss: 6.1815e-05 - mean_squared_error: 6.1815e-05 - val_loss: 2.0914e-04 - val_mean_squared_error: 2.0914e-04
Epoch 3/500
1391/1399 [============================>.] - ETA: 0s - loss: 6.0324e-05 - mean_squared_error: 6.0324e-05
Epoch 00003: loss did not improve from 0.00006
1399/1399 [==============================] - 8s 5ms/step - loss: 6.0162e-05 - mean_squared_error: 6.0162e-05 - val_loss: 2.2713e-04 - val_mean_squared_error: 2.2713e-04
Epoch 4/500
1397/1399 [============================>.] - ETA: 0s - loss: 6.0920e-05 - mean_squared_error: 6.0920e-05
Epoch 00004: loss did not improve from 0.00006
1399/1399 [==============================] - 8s 6ms/step - loss: 6.0875e-05 - mean_squared_error: 6.0875e-05 - val_loss: 2.1106e-04 - val_mean_squared_error: 2.1106e-04
Epoch 5/500
1395/1399 [============================>.] - ETA: 0s - loss: 6.0777e-05 - mean_squared_error: 6.0777e-05
Epoch 00005: loss did not improve from 0.00006
1399/1399 [==============================] - 9s 6ms/step - loss: 6.0672e-05 - mean_squared_error: 6.0672e-05 - val_loss: 2.0549e-04 - val_mean_squared_error: 2.0549e-04
Epoch 6/500
1393/1399 [============================>.] - ETA: 0s - loss: 5.9009e-05 - mean_squared_error: 5.9009e-05
Epoch 00006: loss improved from 0.00006 to 0.00006, saving model to ./model_LSTM/46\06-0.0002.hdf5
1399/1399 [==============================] - 12s 8ms/step - loss: 5.8877e-05 - mean_squared_error: 5.8877e-05 - val_loss: 2.1894e-04 - val_mean_squared_error: 2.1894e-04
Epoch 7/500
1397/1399 [============================>.] - ETA: 0s - loss: 5.8782e-05 - mean_squared_error: 5.8782e-05
Epoch 00007: loss improved from 0.00006 to 0.00006, saving model to ./model_LSTM/46\07-0.0002.hdf5
1399/1399 [==============================] - 13s 9ms/step - loss: 5.8828e-05 - mean_squared_error: 5.8828e-05 - val_loss: 2.1797e-04 - val_mean_squared_error: 2.1797e-04
Epoch 8/500
1394/1399 [============================>.] - ETA: 0s - loss: 6.0591e-05 - mean_squared_error: 6.0591e-05
Epoch 00008: loss did not improve from 0.00006
1399/1399 [==============================] - 12s 9ms/step - loss: 6.0458e-05 - mean_squared_error: 6.0458e-05 - val_loss: 2.1777e-04 - val_mean_squared_error: 2.1777e-04
Epoch 9/500
1397/1399 [============================>.] - ETA: 0s - loss: 5.9350e-05 - mean_squared_error: 5.9350e-05
Epoch 00009: loss did not improve from 0.00006
1399/1399 [==============================] - 12s 8ms/step - loss: 5.9364e-05 - mean_squared_error: 5.9364e-05 - val_loss: 2.2575e-04 - val_mean_squared_error: 2.2575e-04
Epoch 10/500
1396/1399 [============================>.] - ETA: 0s - loss: 5.9181e-05 - mean_squared_error: 5.9181e-05
Epoch 00010: loss did not improve from 0.00006
1399/1399 [==============================] - 12s 8ms/step - loss: 5.9095e-05 - mean_squared_error: 5.9095e-05 - val_loss: 2.2213e-04 - val_mean_squared_error: 2.2213e-04
Epoch 11/500
1399/1399 [==============================] - ETA: 0s - loss: 5.9955e-05 - mean_squared_error: 5.9955e-05
Epoch 00011: loss did not improve from 0.00006
1399/1399 [==============================] - 11s 8ms/step - loss: 5.9955e-05 - mean_squared_error: 5.9955e-05 - val_loss: 2.5235e-04 - val_mean_squared_error: 2.5235e-04
Epoch 12/500
1396/1399 [============================>.] - ETA: 0s - loss: 5.9754e-05 - mean_squared_error: 5.9754e-05
Epoch 00012: loss did not improve from 0.00006
1399/1399 [==============================] - 10s 7ms/step - loss: 5.9703e-05 - mean_squared_error: 5.9703e-05 - val_loss: 2.1315e-04 - val_mean_squared_error: 2.1315e-04
Epoch 00012: early stopping
Epoch 1/500
2211/2214 [============================>.] - ETA: 0s - loss: 1.1488e-04 - mean_squared_error: 1.1488e-04
Epoch 00001: loss improved from inf to 0.00012, saving model to ./model_LSTM/47\01-0.0000.hdf5
2214/2214 [==============================] - 17s 8ms/step - loss: 1.1502e-04 - mean_squared_error: 1.1502e-04 - val_loss: 3.9339e-05 - val_mean_squared_error: 3.9339e-05
Epoch 2/500
2209/2214 [============================>.] - ETA: 0s - loss: 1.0609e-04 - mean_squared_error: 1.0609e-04
Epoch 00002: loss improved from 0.00012 to 0.00011, saving model to ./model_LSTM/47\02-0.0000.hdf5
2214/2214 [==============================] - 16s 7ms/step - loss: 1.0590e-04 - mean_squared_error: 1.0590e-04 - val_loss: 3.6638e-05 - val_mean_squared_error: 3.6638e-05
Epoch 3/500
2208/2214 [============================>.] - ETA: 0s - loss: 1.0359e-04 - mean_squared_error: 1.0359e-04
Epoch 00003: loss improved from 0.00011 to 0.00010, saving model to ./model_LSTM/47\03-0.0000.hdf5
2214/2214 [==============================] - 18s 8ms/step - loss: 1.0343e-04 - mean_squared_error: 1.0343e-04 - val_loss: 3.5171e-05 - val_mean_squared_error: 3.5171e-05
Epoch 4/500
2213/2214 [============================>.] - ETA: 0s - loss: 1.0186e-04 - mean_squared_error: 1.0186e-04
Epoch 00004: loss improved from 0.00010 to 0.00010, saving model to ./model_LSTM/47\04-0.0000.hdf5
2214/2214 [==============================] - 15s 7ms/step - loss: 1.0183e-04 - mean_squared_error: 1.0183e-04 - val_loss: 3.7741e-05 - val_mean_squared_error: 3.7741e-05
Epoch 5/500
2208/2214 [============================>.] - ETA: 0s - loss: 1.0091e-04 - mean_squared_error: 1.0091e-04
Epoch 00005: loss improved from 0.00010 to 0.00010, saving model to ./model_LSTM/47\05-0.0000.hdf5
2214/2214 [==============================] - 16s 7ms/step - loss: 1.0165e-04 - mean_squared_error: 1.0165e-04 - val_loss: 4.7884e-05 - val_mean_squared_error: 4.7884e-05
Epoch 6/500
2213/2214 [============================>.] - ETA: 0s - loss: 1.0139e-04 - mean_squared_error: 1.0139e-04
Epoch 00006: loss improved from 0.00010 to 0.00010, saving model to ./model_LSTM/47\06-0.0000.hdf5
2214/2214 [==============================] - 18s 8ms/step - loss: 1.0137e-04 - mean_squared_error: 1.0137e-04 - val_loss: 3.7302e-05 - val_mean_squared_error: 3.7302e-05
Epoch 7/500
2209/2214 [============================>.] - ETA: 0s - loss: 9.9365e-05 - mean_squared_error: 9.9365e-05
Epoch 00007: loss improved from 0.00010 to 0.00010, saving model to ./model_LSTM/47\07-0.0000.hdf5
2214/2214 [==============================] - 23s 10ms/step - loss: 9.9284e-05 - mean_squared_error: 9.9284e-05 - val_loss: 3.7550e-05 - val_mean_squared_error: 3.7550e-05
Epoch 8/500
2210/2214 [============================>.] - ETA: 0s - loss: 9.7772e-05 - mean_squared_error: 9.7772e-05
Epoch 00008: loss improved from 0.00010 to 0.00010, saving model to ./model_LSTM/47\08-0.0000.hdf5
2214/2214 [==============================] - 19s 8ms/step - loss: 9.8572e-05 - mean_squared_error: 9.8572e-05 - val_loss: 3.7096e-05 - val_mean_squared_error: 3.7096e-05
Epoch 9/500
2210/2214 [============================>.] - ETA: 0s - loss: 1.0001e-04 - mean_squared_error: 1.0001e-04
Epoch 00009: loss did not improve from 0.00010
2214/2214 [==============================] - 15s 7ms/step - loss: 9.9888e-05 - mean_squared_error: 9.9888e-05 - val_loss: 3.5304e-05 - val_mean_squared_error: 3.5304e-05
Epoch 10/500
2212/2214 [============================>.] - ETA: 0s - loss: 9.9221e-05 - mean_squared_error: 9.9221e-05
Epoch 00010: loss did not improve from 0.00010
2214/2214 [==============================] - 13s 6ms/step - loss: 9.9227e-05 - mean_squared_error: 9.9227e-05 - val_loss: 4.0929e-05 - val_mean_squared_error: 4.0929e-05
Epoch 11/500
2205/2214 [============================>.] - ETA: 0s - loss: 9.9062e-05 - mean_squared_error: 9.9062e-05
Epoch 00011: loss did not improve from 0.00010
2214/2214 [==============================] - 15s 7ms/step - loss: 9.8755e-05 - mean_squared_error: 9.8755e-05 - val_loss: 3.6839e-05 - val_mean_squared_error: 3.6839e-05
Epoch 12/500
2214/2214 [==============================] - ETA: 0s - loss: 9.8054e-05 - mean_squared_error: 9.8054e-05
Epoch 00012: loss improved from 0.00010 to 0.00010, saving model to ./model_LSTM/47\12-0.0000.hdf5
2214/2214 [==============================] - 14s 6ms/step - loss: 9.8054e-05 - mean_squared_error: 9.8054e-05 - val_loss: 3.7984e-05 - val_mean_squared_error: 3.7984e-05
Epoch 13/500
2209/2214 [============================>.] - ETA: 0s - loss: 9.8358e-05 - mean_squared_error: 9.8358e-05
Epoch 00013: loss did not improve from 0.00010
2214/2214 [==============================] - 17s 8ms/step - loss: 9.8167e-05 - mean_squared_error: 9.8167e-05 - val_loss: 3.4848e-05 - val_mean_squared_error: 3.4848e-05
Epoch 14/500
2209/2214 [============================>.] - ETA: 0s - loss: 9.8781e-05 - mean_squared_error: 9.8781e-05
Epoch 00014: loss did not improve from 0.00010
2214/2214 [==============================] - 19s 9ms/step - loss: 9.8649e-05 - mean_squared_error: 9.8649e-05 - val_loss: 3.4495e-05 - val_mean_squared_error: 3.4495e-05
Epoch 15/500
2208/2214 [============================>.] - ETA: 0s - loss: 9.7162e-05 - mean_squared_error: 9.7162e-05
Epoch 00015: loss improved from 0.00010 to 0.00010, saving model to ./model_LSTM/47\15-0.0000.hdf5
2214/2214 [==============================] - 18s 8ms/step - loss: 9.7589e-05 - mean_squared_error: 9.7589e-05 - val_loss: 4.1109e-05 - val_mean_squared_error: 4.1109e-05
Epoch 16/500
2211/2214 [============================>.] - ETA: 0s - loss: 9.7914e-05 - mean_squared_error: 9.7914e-05
Epoch 00016: loss did not improve from 0.00010
2214/2214 [==============================] - 20s 9ms/step - loss: 9.7858e-05 - mean_squared_error: 9.7858e-05 - val_loss: 3.4908e-05 - val_mean_squared_error: 3.4908e-05
Epoch 17/500
2212/2214 [============================>.] - ETA: 0s - loss: 9.7292e-05 - mean_squared_error: 9.7292e-05
Epoch 00017: loss improved from 0.00010 to 0.00010, saving model to ./model_LSTM/47\17-0.0000.hdf5
2214/2214 [==============================] - 18s 8ms/step - loss: 9.7229e-05 - mean_squared_error: 9.7229e-05 - val_loss: 3.6013e-05 - val_mean_squared_error: 3.6013e-05
Epoch 18/500
2210/2214 [============================>.] - ETA: 0s - loss: 9.6728e-05 - mean_squared_error: 9.6728e-05
Epoch 00018: loss improved from 0.00010 to 0.00010, saving model to ./model_LSTM/47\18-0.0000.hdf5
2214/2214 [==============================] - 15s 7ms/step - loss: 9.6650e-05 - mean_squared_error: 9.6650e-05 - val_loss: 3.8324e-05 - val_mean_squared_error: 3.8324e-05
Epoch 19/500
2205/2214 [============================>.] - ETA: 0s - loss: 9.8045e-05 - mean_squared_error: 9.8045e-05
Epoch 00019: loss did not improve from 0.00010
2214/2214 [==============================] - 13s 6ms/step - loss: 9.7776e-05 - mean_squared_error: 9.7776e-05 - val_loss: 3.7120e-05 - val_mean_squared_error: 3.7120e-05
Epoch 20/500
2208/2214 [============================>.] - ETA: 0s - loss: 9.7358e-05 - mean_squared_error: 9.7358e-05
Epoch 00020: loss did not improve from 0.00010
2214/2214 [==============================] - 15s 7ms/step - loss: 9.7391e-05 - mean_squared_error: 9.7391e-05 - val_loss: 3.3812e-05 - val_mean_squared_error: 3.3812e-05
Epoch 21/500
2214/2214 [==============================] - ETA: 0s - loss: 9.6920e-05 - mean_squared_error: 9.6920e-05
Epoch 00021: loss did not improve from 0.00010
2214/2214 [==============================] - 14s 6ms/step - loss: 9.6920e-05 - mean_squared_error: 9.6920e-05 - val_loss: 3.8159e-05 - val_mean_squared_error: 3.8159e-05
Epoch 22/500
2207/2214 [============================>.] - ETA: 0s - loss: 1.0289e-04 - mean_squared_error: 1.0289e-04
Epoch 00022: loss did not improve from 0.00010
2214/2214 [==============================] - 15s 7ms/step - loss: 1.0272e-04 - mean_squared_error: 1.0272e-04 - val_loss: 3.5335e-05 - val_mean_squared_error: 3.5335e-05
Epoch 23/500
2214/2214 [==============================] - ETA: 0s - loss: 9.9002e-05 - mean_squared_error: 9.9002e-05
Epoch 00023: loss did not improve from 0.00010
2214/2214 [==============================] - 17s 8ms/step - loss: 9.9002e-05 - mean_squared_error: 9.9002e-05 - val_loss: 3.5130e-05 - val_mean_squared_error: 3.5130e-05
Epoch 00023: early stopping
Epoch 1/500
2226/2226 [==============================] - ETA: 0s - loss: 7.9155e-05 - mean_squared_error: 7.9155e-05
Epoch 00001: loss improved from inf to 0.00008, saving model to ./model_LSTM/48\01-0.0000.hdf5
2226/2226 [==============================] - 17s 8ms/step - loss: 7.9155e-05 - mean_squared_error: 7.9155e-05 - val_loss: 3.1235e-05 - val_mean_squared_error: 3.1235e-05
Epoch 2/500
2221/2226 [============================>.] - ETA: 0s - loss: 7.7265e-05 - mean_squared_error: 7.7265e-05
Epoch 00002: loss improved from 0.00008 to 0.00008, saving model to ./model_LSTM/48\02-0.0000.hdf5
2226/2226 [==============================] - 22s 10ms/step - loss: 7.7153e-05 - mean_squared_error: 7.7153e-05 - val_loss: 3.1139e-05 - val_mean_squared_error: 3.1139e-05
Epoch 3/500
2220/2226 [============================>.] - ETA: 0s - loss: 7.7214e-05 - mean_squared_error: 7.7214e-05
Epoch 00003: loss improved from 0.00008 to 0.00008, saving model to ./model_LSTM/48\03-0.0000.hdf5
2226/2226 [==============================] - 19s 9ms/step - loss: 7.7107e-05 - mean_squared_error: 7.7107e-05 - val_loss: 3.6322e-05 - val_mean_squared_error: 3.6322e-05
Epoch 4/500
2218/2226 [============================>.] - ETA: 0s - loss: 7.5708e-05 - mean_squared_error: 7.5708e-05
Epoch 00004: loss improved from 0.00008 to 0.00008, saving model to ./model_LSTM/48\04-0.0000.hdf5
2226/2226 [==============================] - 16s 7ms/step - loss: 7.5539e-05 - mean_squared_error: 7.5539e-05 - val_loss: 3.2823e-05 - val_mean_squared_error: 3.2823e-05
Epoch 5/500
2224/2226 [============================>.] - ETA: 0s - loss: 7.6381e-05 - mean_squared_error: 7.6381e-05
Epoch 00005: loss did not improve from 0.00008
2226/2226 [==============================] - 14s 6ms/step - loss: 7.6333e-05 - mean_squared_error: 7.6333e-05 - val_loss: 3.2073e-05 - val_mean_squared_error: 3.2073e-05
Epoch 6/500
2223/2226 [============================>.] - ETA: 0s - loss: 7.3641e-05 - mean_squared_error: 7.3641e-05
Epoch 00006: loss improved from 0.00008 to 0.00007, saving model to ./model_LSTM/48\06-0.0000.hdf5
2226/2226 [==============================] - 15s 7ms/step - loss: 7.3573e-05 - mean_squared_error: 7.3573e-05 - val_loss: 3.2446e-05 - val_mean_squared_error: 3.2446e-05
Epoch 7/500
2219/2226 [============================>.] - ETA: 0s - loss: 7.4890e-05 - mean_squared_error: 7.4890e-05
Epoch 00007: loss did not improve from 0.00007
2226/2226 [==============================] - 14s 6ms/step - loss: 7.5040e-05 - mean_squared_error: 7.5040e-05 - val_loss: 3.2189e-05 - val_mean_squared_error: 3.2189e-05
Epoch 8/500
2221/2226 [============================>.] - ETA: 0s - loss: 7.3249e-05 - mean_squared_error: 7.3249e-05
Epoch 00008: loss improved from 0.00007 to 0.00007, saving model to ./model_LSTM/48\08-0.0000.hdf5
2226/2226 [==============================] - 15s 7ms/step - loss: 7.3137e-05 - mean_squared_error: 7.3137e-05 - val_loss: 3.3331e-05 - val_mean_squared_error: 3.3331e-05
Epoch 9/500
2218/2226 [============================>.] - ETA: 0s - loss: 7.4081e-05 - mean_squared_error: 7.4081e-05
Epoch 00009: loss did not improve from 0.00007
2226/2226 [==============================] - 18s 8ms/step - loss: 7.4232e-05 - mean_squared_error: 7.4232e-05 - val_loss: 3.2590e-05 - val_mean_squared_error: 3.2590e-05
Epoch 10/500
2222/2226 [============================>.] - ETA: 0s - loss: 7.3362e-05 - mean_squared_error: 7.3362e-05
Epoch 00010: loss did not improve from 0.00007
2226/2226 [==============================] - 17s 8ms/step - loss: 7.3261e-05 - mean_squared_error: 7.3261e-05 - val_loss: 3.7885e-05 - val_mean_squared_error: 3.7885e-05
Epoch 11/500
2222/2226 [============================>.] - ETA: 0s - loss: 7.1442e-05 - mean_squared_error: 7.1442e-05
Epoch 00011: loss improved from 0.00007 to 0.00007, saving model to ./model_LSTM/48\11-0.0000.hdf5
2226/2226 [==============================] - 17s 8ms/step - loss: 7.1346e-05 - mean_squared_error: 7.1346e-05 - val_loss: 3.2621e-05 - val_mean_squared_error: 3.2621e-05
Epoch 12/500
2222/2226 [============================>.] - ETA: 0s - loss: 7.0607e-05 - mean_squared_error: 7.0607e-05 ETA: 2s - loss:
Epoch 00012: loss improved from 0.00007 to 0.00007, saving model to ./model_LSTM/48\12-0.0000.hdf5
2226/2226 [==============================] - 20s 9ms/step - loss: 7.0512e-05 - mean_squared_error: 7.0512e-05 - val_loss: 3.3224e-05 - val_mean_squared_error: 3.3224e-05
Epoch 13/500
2225/2226 [============================>.] - ETA: 0s - loss: 7.2836e-05 - mean_squared_error: 7.2836e-05
Epoch 00013: loss did not improve from 0.00007
2226/2226 [==============================] - 15s 7ms/step - loss: 7.2825e-05 - mean_squared_error: 7.2825e-05 - val_loss: 3.1872e-05 - val_mean_squared_error: 3.1872e-05
Epoch 14/500
2222/2226 [============================>.] - ETA: 0s - loss: 7.2004e-05 - mean_squared_error: 7.2004e-05
Epoch 00014: loss did not improve from 0.00007
2226/2226 [==============================] - 12s 5ms/step - loss: 7.1902e-05 - mean_squared_error: 7.1902e-05 - val_loss: 3.2563e-05 - val_mean_squared_error: 3.2563e-05
Epoch 15/500
2221/2226 [============================>.] - ETA: 0s - loss: 7.2480e-05 - mean_squared_error: 7.2480e-05
Epoch 00015: loss did not improve from 0.00007
2226/2226 [==============================] - 17s 7ms/step - loss: 7.2358e-05 - mean_squared_error: 7.2358e-05 - val_loss: 3.1032e-05 - val_mean_squared_error: 3.1032e-05
Epoch 16/500
2223/2226 [============================>.] - ETA: 0s - loss: 7.0282e-05 - mean_squared_error: 7.0282e-05
Epoch 00016: loss improved from 0.00007 to 0.00007, saving model to ./model_LSTM/48\16-0.0000.hdf5
2226/2226 [==============================] - 13s 6ms/step - loss: 7.0255e-05 - mean_squared_error: 7.0255e-05 - val_loss: 3.4303e-05 - val_mean_squared_error: 3.4303e-05
Epoch 17/500
2222/2226 [============================>.] - ETA: 0s - loss: 7.1524e-05 - mean_squared_error: 7.1524e-05
Epoch 00017: loss did not improve from 0.00007
2226/2226 [==============================] - 14s 6ms/step - loss: 7.1437e-05 - mean_squared_error: 7.1437e-05 - val_loss: 3.1671e-05 - val_mean_squared_error: 3.1671e-05
Epoch 18/500
2222/2226 [============================>.] - ETA: 0s - loss: 7.1023e-05 - mean_squared_error: 7.1023e-05
Epoch 00018: loss did not improve from 0.00007
2226/2226 [==============================] - 13s 6ms/step - loss: 7.0937e-05 - mean_squared_error: 7.0937e-05 - val_loss: 3.3991e-05 - val_mean_squared_error: 3.3991e-05
Epoch 19/500
2225/2226 [============================>.] - ETA: 0s - loss: 7.0952e-05 - mean_squared_error: 7.0952e-05
Epoch 00019: loss did not improve from 0.00007
2226/2226 [==============================] - 15s 7ms/step - loss: 7.0958e-05 - mean_squared_error: 7.0958e-05 - val_loss: 3.1598e-05 - val_mean_squared_error: 3.1598e-05
Epoch 20/500
2221/2226 [============================>.] - ETA: 0s - loss: 6.9688e-05 - mean_squared_error: 6.9688e-05
Epoch 00020: loss improved from 0.00007 to 0.00007, saving model to ./model_LSTM/48\20-0.0000.hdf5
2226/2226 [==============================] - 14s 6ms/step - loss: 6.9564e-05 - mean_squared_error: 6.9564e-05 - val_loss: 3.1580e-05 - val_mean_squared_error: 3.1580e-05
Epoch 21/500
2223/2226 [============================>.] - ETA: 0s - loss: 6.9550e-05 - mean_squared_error: 6.9550e-05
Epoch 00021: loss improved from 0.00007 to 0.00007, saving model to ./model_LSTM/48\21-0.0000.hdf5
2226/2226 [==============================] - 15s 7ms/step - loss: 6.9491e-05 - mean_squared_error: 6.9491e-05 - val_loss: 3.3056e-05 - val_mean_squared_error: 3.3056e-05
Epoch 22/500
2226/2226 [==============================] - ETA: 0s - loss: 6.9159e-05 - mean_squared_error: 6.9159e-05
Epoch 00022: loss improved from 0.00007 to 0.00007, saving model to ./model_LSTM/48\22-0.0000.hdf5
2226/2226 [==============================] - 16s 7ms/step - loss: 6.9159e-05 - mean_squared_error: 6.9159e-05 - val_loss: 3.1633e-05 - val_mean_squared_error: 3.1633e-05
Epoch 23/500
2219/2226 [============================>.] - ETA: 0s - loss: 7.0314e-05 - mean_squared_error: 7.0314e-05
Epoch 00023: loss did not improve from 0.00007
2226/2226 [==============================] - 14s 6ms/step - loss: 7.0143e-05 - mean_squared_error: 7.0143e-05 - val_loss: 3.2434e-05 - val_mean_squared_error: 3.2434e-05
Epoch 24/500
2226/2226 [==============================] - ETA: 0s - loss: 7.0729e-05 - mean_squared_error: 7.0729e-05
Epoch 00024: loss did not improve from 0.00007
2226/2226 [==============================] - 13s 6ms/step - loss: 7.0729e-05 - mean_squared_error: 7.0729e-05 - val_loss: 3.2273e-05 - val_mean_squared_error: 3.2273e-05
Epoch 25/500
2221/2226 [============================>.] - ETA: 0s - loss: 6.9091e-05 - mean_squared_error: 6.9091e-05
Epoch 00025: loss improved from 0.00007 to 0.00007, saving model to ./model_LSTM/48\25-0.0000.hdf5
2226/2226 [==============================] - 12s 5ms/step - loss: 6.8963e-05 - mean_squared_error: 6.8963e-05 - val_loss: 3.1403e-05 - val_mean_squared_error: 3.1403e-05
Epoch 26/500
2220/2226 [============================>.] - ETA: 0s - loss: 6.8494e-05 - mean_squared_error: 6.8494e-05
Epoch 00026: loss improved from 0.00007 to 0.00007, saving model to ./model_LSTM/48\26-0.0000.hdf5
2226/2226 [==============================] - 12s 5ms/step - loss: 6.8437e-05 - mean_squared_error: 6.8437e-05 - val_loss: 4.2010e-05 - val_mean_squared_error: 4.2010e-05
Epoch 27/500
2220/2226 [============================>.] - ETA: 0s - loss: 6.7925e-05 - mean_squared_error: 6.7925e-05
Epoch 00027: loss improved from 0.00007 to 0.00007, saving model to ./model_LSTM/48\27-0.0000.hdf5
2226/2226 [==============================] - 12s 6ms/step - loss: 6.7791e-05 - mean_squared_error: 6.7791e-05 - val_loss: 3.1585e-05 - val_mean_squared_error: 3.1585e-05
Epoch 28/500
2222/2226 [============================>.] - ETA: 0s - loss: 6.8815e-05 - mean_squared_error: 6.8815e-05
Epoch 00028: loss did not improve from 0.00007
2226/2226 [==============================] - 13s 6ms/step - loss: 6.8717e-05 - mean_squared_error: 6.8717e-05 - val_loss: 3.5595e-05 - val_mean_squared_error: 3.5595e-05
Epoch 29/500
2218/2226 [============================>.] - ETA: 0s - loss: 6.8489e-05 - mean_squared_error: 6.8489e-05
Epoch 00029: loss did not improve from 0.00007
2226/2226 [==============================] - 15s 7ms/step - loss: 6.9468e-05 - mean_squared_error: 6.9468e-05 - val_loss: 4.4641e-05 - val_mean_squared_error: 4.4641e-05
Epoch 30/500
2225/2226 [============================>.] - ETA: 0s - loss: 6.7342e-05 - mean_squared_error: 6.7342e-05
Epoch 00030: loss improved from 0.00007 to 0.00007, saving model to ./model_LSTM/48\30-0.0000.hdf5
2226/2226 [==============================] - 13s 6ms/step - loss: 6.7327e-05 - mean_squared_error: 6.7327e-05 - val_loss: 3.1775e-05 - val_mean_squared_error: 3.1775e-05
Epoch 31/500
2222/2226 [============================>.] - ETA: 0s - loss: 6.8131e-05 - mean_squared_error: 6.8131e-05
Epoch 00031: loss did not improve from 0.00007
2226/2226 [==============================] - 13s 6ms/step - loss: 6.8050e-05 - mean_squared_error: 6.8050e-05 - val_loss: 3.1674e-05 - val_mean_squared_error: 3.1674e-05
Epoch 32/500
2220/2226 [============================>.] - ETA: 0s - loss: 6.8316e-05 - mean_squared_error: 6.8316e-05
Epoch 00032: loss did not improve from 0.00007
2226/2226 [==============================] - 14s 6ms/step - loss: 6.8240e-05 - mean_squared_error: 6.8240e-05 - val_loss: 3.2312e-05 - val_mean_squared_error: 3.2312e-05
Epoch 33/500
2225/2226 [============================>.] - ETA: 0s - loss: 6.7293e-05 - mean_squared_error: 6.7293e-05
Epoch 00033: loss improved from 0.00007 to 0.00007, saving model to ./model_LSTM/48\33-0.0000.hdf5
2226/2226 [==============================] - 16s 7ms/step - loss: 6.7278e-05 - mean_squared_error: 6.7278e-05 - val_loss: 3.4143e-05 - val_mean_squared_error: 3.4143e-05
Epoch 34/500
2217/2226 [============================>.] - ETA: 0s - loss: 6.6601e-05 - mean_squared_error: 6.6601e-05
Epoch 00034: loss improved from 0.00007 to 0.00007, saving model to ./model_LSTM/48\34-0.0000.hdf5
2226/2226 [==============================] - 15s 7ms/step - loss: 6.6501e-05 - mean_squared_error: 6.6501e-05 - val_loss: 3.1012e-05 - val_mean_squared_error: 3.1012e-05
Epoch 35/500
2223/2226 [============================>.] - ETA: 0s - loss: 6.7153e-05 - mean_squared_error: 6.7153e-05
Epoch 00035: loss did not improve from 0.00007
2226/2226 [==============================] - 13s 6ms/step - loss: 6.7091e-05 - mean_squared_error: 6.7091e-05 - val_loss: 3.5153e-05 - val_mean_squared_error: 3.5153e-05
Epoch 36/500
2222/2226 [============================>.] - ETA: 0s - loss: 6.8768e-05 - mean_squared_error: 6.8768e-05
Epoch 00036: loss did not improve from 0.00007
2226/2226 [==============================] - 12s 5ms/step - loss: 6.8680e-05 - mean_squared_error: 6.8680e-05 - val_loss: 3.0635e-05 - val_mean_squared_error: 3.0635e-05
Epoch 37/500
2220/2226 [============================>.] - ETA: 0s - loss: 7.0100e-05 - mean_squared_error: 7.0100e-05
Epoch 00037: loss did not improve from 0.00007
2226/2226 [==============================] - 11s 5ms/step - loss: 6.9997e-05 - mean_squared_error: 6.9997e-05 - val_loss: 3.8006e-05 - val_mean_squared_error: 3.8006e-05
Epoch 38/500
2224/2226 [============================>.] - ETA: 0s - loss: 7.0484e-05 - mean_squared_error: 7.0484e-05
Epoch 00038: loss did not improve from 0.00007
2226/2226 [==============================] - 12s 5ms/step - loss: 7.0456e-05 - mean_squared_error: 7.0456e-05 - val_loss: 3.1039e-05 - val_mean_squared_error: 3.1039e-05
Epoch 39/500
2219/2226 [============================>.] - ETA: 0s - loss: 6.8921e-05 - mean_squared_error: 6.8921e-05
Epoch 00039: loss did not improve from 0.00007
2226/2226 [==============================] - 12s 5ms/step - loss: 6.9061e-05 - mean_squared_error: 6.9061e-05 - val_loss: 3.1665e-05 - val_mean_squared_error: 3.1665e-05
Epoch 00039: early stopping
Epoch 1/500
2207/2208 [============================>.] - ETA: 0s - loss: 5.7162e-05 - mean_squared_error: 5.7162e-05
Epoch 00001: loss improved from inf to 0.00006, saving model to ./model_LSTM/49\01-0.0000.hdf5
2208/2208 [==============================] - 12s 5ms/step - loss: 5.7156e-05 - mean_squared_error: 5.7156e-05 - val_loss: 4.7064e-05 - val_mean_squared_error: 4.7064e-05
Epoch 2/500
2201/2208 [============================>.] - ETA: 0s - loss: 4.9430e-05 - mean_squared_error: 4.9430e-05
Epoch 00002: loss improved from 0.00006 to 0.00005, saving model to ./model_LSTM/49\02-0.0000.hdf5
2208/2208 [==============================] - 12s 5ms/step - loss: 4.9516e-05 - mean_squared_error: 4.9516e-05 - val_loss: 4.5533e-05 - val_mean_squared_error: 4.5533e-05
Epoch 3/500
2200/2208 [============================>.] - ETA: 0s - loss: 4.7905e-05 - mean_squared_error: 4.7905e-05
Epoch 00003: loss improved from 0.00005 to 0.00005, saving model to ./model_LSTM/49\03-0.0000.hdf5
2208/2208 [==============================] - 12s 6ms/step - loss: 4.7783e-05 - mean_squared_error: 4.7783e-05 - val_loss: 4.0954e-05 - val_mean_squared_error: 4.0954e-05
Epoch 4/500
2206/2208 [============================>.] - ETA: 0s - loss: 4.6674e-05 - mean_squared_error: 4.6674e-05
Epoch 00004: loss improved from 0.00005 to 0.00005, saving model to ./model_LSTM/49\04-0.0000.hdf5
2208/2208 [==============================] - 13s 6ms/step - loss: 4.6657e-05 - mean_squared_error: 4.6657e-05 - val_loss: 4.2189e-05 - val_mean_squared_error: 4.2189e-05
Epoch 5/500
2202/2208 [============================>.] - ETA: 0s - loss: 4.6154e-05 - mean_squared_error: 4.6154e-05
Epoch 00005: loss improved from 0.00005 to 0.00005, saving model to ./model_LSTM/49\05-0.0000.hdf5
2208/2208 [==============================] - 13s 6ms/step - loss: 4.6114e-05 - mean_squared_error: 4.6114e-05 - val_loss: 4.1727e-05 - val_mean_squared_error: 4.1727e-05
Epoch 6/500
2202/2208 [============================>.] - ETA: 0s - loss: 4.5809e-05 - mean_squared_error: 4.5809e-05
Epoch 00006: loss improved from 0.00005 to 0.00005, saving model to ./model_LSTM/49\06-0.0000.hdf5
2208/2208 [==============================] - 16s 7ms/step - loss: 4.5736e-05 - mean_squared_error: 4.5736e-05 - val_loss: 4.0496e-05 - val_mean_squared_error: 4.0496e-05
Epoch 7/500
2203/2208 [============================>.] - ETA: 0s - loss: 4.5423e-05 - mean_squared_error: 4.5423e-05
Epoch 00007: loss improved from 0.00005 to 0.00005, saving model to ./model_LSTM/49\07-0.0000.hdf5
2208/2208 [==============================] - 15s 7ms/step - loss: 4.5377e-05 - mean_squared_error: 4.5377e-05 - val_loss: 4.7308e-05 - val_mean_squared_error: 4.7308e-05
Epoch 8/500
2198/2208 [============================>.] - ETA: 0s - loss: 4.4646e-05 - mean_squared_error: 4.4646e-05
Epoch 00008: loss improved from 0.00005 to 0.00004, saving model to ./model_LSTM/49\08-0.0000.hdf5
2208/2208 [==============================] - 13s 6ms/step - loss: 4.4544e-05 - mean_squared_error: 4.4544e-05 - val_loss: 4.1114e-05 - val_mean_squared_error: 4.1114e-05
Epoch 9/500
2206/2208 [============================>.] - ETA: 0s - loss: 4.4323e-05 - mean_squared_error: 4.4323e-05
Epoch 00009: loss improved from 0.00004 to 0.00004, saving model to ./model_LSTM/49\09-0.0000.hdf5
2208/2208 [==============================] - 12s 5ms/step - loss: 4.4327e-05 - mean_squared_error: 4.4327e-05 - val_loss: 4.0703e-05 - val_mean_squared_error: 4.0703e-05
Epoch 10/500
2207/2208 [============================>.] - ETA: 0s - loss: 4.3873e-05 - mean_squared_error: 4.3873e-05
Epoch 00010: loss improved from 0.00004 to 0.00004, saving model to ./model_LSTM/49\10-0.0000.hdf5
2208/2208 [==============================] - 11s 5ms/step - loss: 4.3868e-05 - mean_squared_error: 4.3868e-05 - val_loss: 3.9969e-05 - val_mean_squared_error: 3.9969e-05
Epoch 11/500
2208/2208 [==============================] - ETA: 0s - loss: 4.3795e-05 - mean_squared_error: 4.3795e-05
Epoch 00011: loss improved from 0.00004 to 0.00004, saving model to ./model_LSTM/49\11-0.0000.hdf5
2208/2208 [==============================] - 11s 5ms/step - loss: 4.3795e-05 - mean_squared_error: 4.3795e-05 - val_loss: 4.0732e-05 - val_mean_squared_error: 4.0732e-05
Epoch 12/500
2208/2208 [==============================] - ETA: 0s - loss: 4.3377e-05 - mean_squared_error: 4.3377e-05
Epoch 00012: loss improved from 0.00004 to 0.00004, saving model to ./model_LSTM/49\12-0.0000.hdf5
2208/2208 [==============================] - 11s 5ms/step - loss: 4.3377e-05 - mean_squared_error: 4.3377e-05 - val_loss: 3.9818e-05 - val_mean_squared_error: 3.9818e-05
Epoch 13/500
2208/2208 [==============================] - ETA: 0s - loss: 4.3480e-05 - mean_squared_error: 4.3480e-05
Epoch 00013: loss did not improve from 0.00004
2208/2208 [==============================] - 11s 5ms/step - loss: 4.3480e-05 - mean_squared_error: 4.3480e-05 - val_loss: 4.1171e-05 - val_mean_squared_error: 4.1171e-05
Epoch 14/500
2201/2208 [============================>.] - ETA: 0s - loss: 4.3202e-05 - mean_squared_error: 4.3202e-05
Epoch 00014: loss improved from 0.00004 to 0.00004, saving model to ./model_LSTM/49\14-0.0000.hdf5
2208/2208 [==============================] - 12s 5ms/step - loss: 4.3154e-05 - mean_squared_error: 4.3154e-05 - val_loss: 3.9795e-05 - val_mean_squared_error: 3.9795e-05
Epoch 15/500
2198/2208 [============================>.] - ETA: 0s - loss: 4.3096e-05 - mean_squared_error: 4.3096e-05
Epoch 00015: loss improved from 0.00004 to 0.00004, saving model to ./model_LSTM/49\15-0.0000.hdf5
2208/2208 [==============================] - 12s 5ms/step - loss: 4.3063e-05 - mean_squared_error: 4.3063e-05 - val_loss: 3.9943e-05 - val_mean_squared_error: 3.9943e-05
Epoch 16/500
2202/2208 [============================>.] - ETA: 0s - loss: 4.3357e-05 - mean_squared_error: 4.3357e-05
Epoch 00016: loss did not improve from 0.00004
2208/2208 [==============================] - 13s 6ms/step - loss: 4.3279e-05 - mean_squared_error: 4.3279e-05 - val_loss: 4.0455e-05 - val_mean_squared_error: 4.0455e-05
Epoch 17/500
2202/2208 [============================>.] - ETA: 0s - loss: 4.2738e-05 - mean_squared_error: 4.2738e-05
Epoch 00017: loss improved from 0.00004 to 0.00004, saving model to ./model_LSTM/49\17-0.0000.hdf5
2208/2208 [==============================] - 13s 6ms/step - loss: 4.2738e-05 - mean_squared_error: 4.2738e-05 - val_loss: 3.9204e-05 - val_mean_squared_error: 3.9204e-05
Epoch 18/500
2203/2208 [============================>.] - ETA: 0s - loss: 4.2686e-05 - mean_squared_error: 4.2686e-05
Epoch 00018: loss improved from 0.00004 to 0.00004, saving model to ./model_LSTM/49\18-0.0000.hdf5
2208/2208 [==============================] - 16s 7ms/step - loss: 4.2662e-05 - mean_squared_error: 4.2662e-05 - val_loss: 3.9863e-05 - val_mean_squared_error: 3.9863e-05
Epoch 19/500
2205/2208 [============================>.] - ETA: 0s - loss: 4.2693e-05 - mean_squared_error: 4.2693e-05
Epoch 00019: loss did not improve from 0.00004
2208/2208 [==============================] - 16s 7ms/step - loss: 4.2700e-05 - mean_squared_error: 4.2700e-05 - val_loss: 3.9322e-05 - val_mean_squared_error: 3.9322e-05
Epoch 20/500
2198/2208 [============================>.] - ETA: 0s - loss: 4.2791e-05 - mean_squared_error: 4.2791e-05
Epoch 00020: loss did not improve from 0.00004
2208/2208 [==============================] - 13s 6ms/step - loss: 4.2700e-05 - mean_squared_error: 4.2700e-05 - val_loss: 3.9696e-05 - val_mean_squared_error: 3.9696e-05
Epoch 21/500
2203/2208 [============================>.] - ETA: 0s - loss: 4.2181e-05 - mean_squared_error: 4.2181e-05
Epoch 00021: loss improved from 0.00004 to 0.00004, saving model to ./model_LSTM/49\21-0.0000.hdf5
2208/2208 [==============================] - 12s 5ms/step - loss: 4.2217e-05 - mean_squared_error: 4.2217e-05 - val_loss: 4.0195e-05 - val_mean_squared_error: 4.0195e-05
Epoch 22/500
2206/2208 [============================>.] - ETA: 0s - loss: 4.2393e-05 - mean_squared_error: 4.2393e-05
Epoch 00022: loss did not improve from 0.00004
2208/2208 [==============================] - 11s 5ms/step - loss: 4.2381e-05 - mean_squared_error: 4.2381e-05 - val_loss: 3.8920e-05 - val_mean_squared_error: 3.8920e-05
Epoch 23/500
2207/2208 [============================>.] - ETA: 0s - loss: 4.2562e-05 - mean_squared_error: 4.2562e-05
Epoch 00023: loss did not improve from 0.00004
2208/2208 [==============================] - 11s 5ms/step - loss: 4.2559e-05 - mean_squared_error: 4.2559e-05 - val_loss: 4.1861e-05 - val_mean_squared_error: 4.1861e-05
Epoch 24/500
2207/2208 [============================>.] - ETA: 0s - loss: 4.2516e-05 - mean_squared_error: 4.2516e-05
Epoch 00024: loss did not improve from 0.00004
2208/2208 [==============================] - 11s 5ms/step - loss: 4.2512e-05 - mean_squared_error: 4.2512e-05 - val_loss: 4.0891e-05 - val_mean_squared_error: 4.0891e-05
Epoch 25/500
2203/2208 [============================>.] - ETA: 0s - loss: 4.1948e-05 - mean_squared_error: 4.1948e-05
Epoch 00025: loss improved from 0.00004 to 0.00004, saving model to ./model_LSTM/49\25-0.0000.hdf5
2208/2208 [==============================] - 11s 5ms/step - loss: 4.2200e-05 - mean_squared_error: 4.2200e-05 - val_loss: 4.2359e-05 - val_mean_squared_error: 4.2359e-05
Epoch 26/500
2204/2208 [============================>.] - ETA: 0s - loss: 4.1883e-05 - mean_squared_error: 4.1883e-05
Epoch 00026: loss improved from 0.00004 to 0.00004, saving model to ./model_LSTM/49\26-0.0000.hdf5
2208/2208 [==============================] - 12s 5ms/step - loss: 4.1860e-05 - mean_squared_error: 4.1860e-05 - val_loss: 3.9641e-05 - val_mean_squared_error: 3.9641e-05
Epoch 27/500
2201/2208 [============================>.] - ETA: 0s - loss: 4.2437e-05 - mean_squared_error: 4.2437e-05
Epoch 00027: loss did not improve from 0.00004
2208/2208 [==============================] - 12s 5ms/step - loss: 4.2367e-05 - mean_squared_error: 4.2367e-05 - val_loss: 3.9378e-05 - val_mean_squared_error: 3.9378e-05
Epoch 28/500
2204/2208 [============================>.] - ETA: 0s - loss: 4.1896e-05 - mean_squared_error: 4.1896e-05
Epoch 00028: loss improved from 0.00004 to 0.00004, saving model to ./model_LSTM/49\28-0.0000.hdf5
2208/2208 [==============================] - 13s 6ms/step - loss: 4.1838e-05 - mean_squared_error: 4.1838e-05 - val_loss: 3.9411e-05 - val_mean_squared_error: 3.9411e-05
Epoch 29/500
2205/2208 [============================>.] - ETA: 0s - loss: 4.1830e-05 - mean_squared_error: 4.1830e-05
Epoch 00029: loss did not improve from 0.00004
2208/2208 [==============================] - 13s 6ms/step - loss: 4.1853e-05 - mean_squared_error: 4.1853e-05 - val_loss: 3.8922e-05 - val_mean_squared_error: 3.8922e-05
Epoch 30/500
2202/2208 [============================>.] - ETA: 0s - loss: 4.1654e-05 - mean_squared_error: 4.1654e-05
Epoch 00030: loss improved from 0.00004 to 0.00004, saving model to ./model_LSTM/49\30-0.0000.hdf5
2208/2208 [==============================] - 14s 7ms/step - loss: 4.1665e-05 - mean_squared_error: 4.1665e-05 - val_loss: 3.9746e-05 - val_mean_squared_error: 3.9746e-05
Epoch 31/500
2201/2208 [============================>.] - ETA: 0s - loss: 4.2035e-05 - mean_squared_error: 4.2035e-05
Epoch 00031: loss did not improve from 0.00004
2208/2208 [==============================] - 15s 7ms/step - loss: 4.2024e-05 - mean_squared_error: 4.2024e-05 - val_loss: 4.0324e-05 - val_mean_squared_error: 4.0324e-05
Epoch 32/500
2200/2208 [============================>.] - ETA: 0s - loss: 4.2152e-05 - mean_squared_error: 4.2152e-05
Epoch 00032: loss did not improve from 0.00004
2208/2208 [==============================] - 13s 6ms/step - loss: 4.2278e-05 - mean_squared_error: 4.2278e-05 - val_loss: 4.5091e-05 - val_mean_squared_error: 4.5091e-05
Epoch 33/500
2208/2208 [==============================] - ETA: 0s - loss: 4.1520e-05 - mean_squared_error: 4.1520e-05
Epoch 00033: loss improved from 0.00004 to 0.00004, saving model to ./model_LSTM/49\33-0.0000.hdf5
2208/2208 [==============================] - 12s 6ms/step - loss: 4.1520e-05 - mean_squared_error: 4.1520e-05 - val_loss: 4.0710e-05 - val_mean_squared_error: 4.0710e-05
Epoch 34/500
2207/2208 [============================>.] - ETA: 0s - loss: 4.2123e-05 - mean_squared_error: 4.2123e-05
Epoch 00034: loss did not improve from 0.00004
2208/2208 [==============================] - 11s 5ms/step - loss: 4.2119e-05 - mean_squared_error: 4.2119e-05 - val_loss: 4.1312e-05 - val_mean_squared_error: 4.1312e-05
Epoch 35/500
2207/2208 [============================>.] - ETA: 0s - loss: 4.2220e-05 - mean_squared_error: 4.2220e-05
Epoch 00035: loss did not improve from 0.00004
2208/2208 [==============================] - 11s 5ms/step - loss: 4.2216e-05 - mean_squared_error: 4.2216e-05 - val_loss: 4.0551e-05 - val_mean_squared_error: 4.0551e-05
Epoch 36/500
2200/2208 [============================>.] - ETA: 0s - loss: 4.1409e-05 - mean_squared_error: 4.1409e-05
Epoch 00036: loss improved from 0.00004 to 0.00004, saving model to ./model_LSTM/49\36-0.0000.hdf5
2208/2208 [==============================] - 12s 5ms/step - loss: 4.1431e-05 - mean_squared_error: 4.1431e-05 - val_loss: 4.0738e-05 - val_mean_squared_error: 4.0738e-05
Epoch 37/500
2206/2208 [============================>.] - ETA: 0s - loss: 4.1488e-05 - mean_squared_error: 4.1488e-05
Epoch 00037: loss did not improve from 0.00004
2208/2208 [==============================] - 11s 5ms/step - loss: 4.1470e-05 - mean_squared_error: 4.1470e-05 - val_loss: 3.8622e-05 - val_mean_squared_error: 3.8622e-05
Epoch 38/500
2199/2208 [============================>.] - ETA: 0s - loss: 4.1366e-05 - mean_squared_error: 4.1366e-05
Epoch 00038: loss improved from 0.00004 to 0.00004, saving model to ./model_LSTM/49\38-0.0000.hdf5
2208/2208 [==============================] - 11s 5ms/step - loss: 4.1385e-05 - mean_squared_error: 4.1385e-05 - val_loss: 3.9300e-05 - val_mean_squared_error: 3.9300e-05
Epoch 39/500
2201/2208 [============================>.] - ETA: 0s - loss: 4.1496e-05 - mean_squared_error: 4.1496e-05
Epoch 00039: loss did not improve from 0.00004
2208/2208 [==============================] - 12s 5ms/step - loss: 4.1447e-05 - mean_squared_error: 4.1447e-05 - val_loss: 4.1786e-05 - val_mean_squared_error: 4.1786e-05
Epoch 40/500
2201/2208 [============================>.] - ETA: 0s - loss: 4.1441e-05 - mean_squared_error: 4.1441e-05
Epoch 00040: loss did not improve from 0.00004
2208/2208 [==============================] - 12s 6ms/step - loss: 4.1452e-05 - mean_squared_error: 4.1452e-05 - val_loss: 4.5749e-05 - val_mean_squared_error: 4.5749e-05
Epoch 41/500
2208/2208 [==============================] - ETA: 0s - loss: 4.1159e-05 - mean_squared_error: 4.1159e-05
Epoch 00041: loss improved from 0.00004 to 0.00004, saving model to ./model_LSTM/49\41-0.0000.hdf5
2208/2208 [==============================] - 14s 6ms/step - loss: 4.1159e-05 - mean_squared_error: 4.1159e-05 - val_loss: 3.8858e-05 - val_mean_squared_error: 3.8858e-05
Epoch 42/500
2205/2208 [============================>.] - ETA: 0s - loss: 4.1385e-05 - mean_squared_error: 4.1385e-05
Epoch 00042: loss did not improve from 0.00004
2208/2208 [==============================] - 19s 9ms/step - loss: 4.1370e-05 - mean_squared_error: 4.1370e-05 - val_loss: 5.1553e-05 - val_mean_squared_error: 5.1553e-05
Epoch 43/500
2202/2208 [============================>.] - ETA: 0s - loss: 4.1125e-05 - mean_squared_error: 4.1125e-05
Epoch 00043: loss improved from 0.00004 to 0.00004, saving model to ./model_LSTM/49\43-0.0000.hdf5
2208/2208 [==============================] - 19s 8ms/step - loss: 4.1062e-05 - mean_squared_error: 4.1062e-05 - val_loss: 3.9354e-05 - val_mean_squared_error: 3.9354e-05
Epoch 44/500
2200/2208 [============================>.] - ETA: 0s - loss: 4.1076e-05 - mean_squared_error: 4.1076e-05
Epoch 00044: loss did not improve from 0.00004
2208/2208 [==============================] - 22s 10ms/step - loss: 4.1169e-05 - mean_squared_error: 4.1169e-05 - val_loss: 3.8986e-05 - val_mean_squared_error: 3.8986e-05
Epoch 45/500
2206/2208 [============================>.] - ETA: 0s - loss: 4.1147e-05 - mean_squared_error: 4.1147e-05
Epoch 00045: loss did not improve from 0.00004
2208/2208 [==============================] - 11s 5ms/step - loss: 4.1127e-05 - mean_squared_error: 4.1127e-05 - val_loss: 4.0836e-05 - val_mean_squared_error: 4.0836e-05
Epoch 46/500
2204/2208 [============================>.] - ETA: 0s - loss: 4.1694e-05 - mean_squared_error: 4.1694e-05
Epoch 00046: loss did not improve from 0.00004
2208/2208 [==============================] - 11s 5ms/step - loss: 4.1656e-05 - mean_squared_error: 4.1656e-05 - val_loss: 3.9012e-05 - val_mean_squared_error: 3.9012e-05
Epoch 47/500
2204/2208 [============================>.] - ETA: 0s - loss: 4.1333e-05 - mean_squared_error: 4.1333e-05
Epoch 00047: loss did not improve from 0.00004
2208/2208 [==============================] - 14s 6ms/step - loss: 4.1290e-05 - mean_squared_error: 4.1290e-05 - val_loss: 3.8781e-05 - val_mean_squared_error: 3.8781e-05
Epoch 48/500
2203/2208 [============================>.] - ETA: 0s - loss: 4.1309e-05 - mean_squared_error: 4.1309e-05
Epoch 00048: loss did not improve from 0.00004
2208/2208 [==============================] - 14s 7ms/step - loss: 4.1252e-05 - mean_squared_error: 4.1252e-05 - val_loss: 3.9679e-05 - val_mean_squared_error: 3.9679e-05
Epoch 00048: early stopping
Epoch 1/500
2222/2226 [============================>.] - ETA: 0s - loss: 2.1139e-04 - mean_squared_error: 2.1139e-04
Epoch 00001: loss improved from inf to 0.00021, saving model to ./model_LSTM/50\01-0.0001.hdf5
2226/2226 [==============================] - 12s 6ms/step - loss: 2.1126e-04 - mean_squared_error: 2.1126e-04 - val_loss: 1.1307e-04 - val_mean_squared_error: 1.1307e-04
Epoch 2/500
2220/2226 [============================>.] - ETA: 0s - loss: 1.9386e-04 - mean_squared_error: 1.9386e-04
Epoch 00002: loss improved from 0.00021 to 0.00019, saving model to ./model_LSTM/50\02-0.0001.hdf5
2226/2226 [==============================] - 13s 6ms/step - loss: 1.9376e-04 - mean_squared_error: 1.9376e-04 - val_loss: 1.1514e-04 - val_mean_squared_error: 1.1514e-04
Epoch 3/500
2222/2226 [============================>.] - ETA: 0s - loss: 1.8799e-04 - mean_squared_error: 1.8799e-04
Epoch 00003: loss improved from 0.00019 to 0.00019, saving model to ./model_LSTM/50\03-0.0001.hdf5
2226/2226 [==============================] - 15s 7ms/step - loss: 1.8813e-04 - mean_squared_error: 1.8813e-04 - val_loss: 1.1366e-04 - val_mean_squared_error: 1.1366e-04
Epoch 4/500
2221/2226 [============================>.] - ETA: 0s - loss: 1.8748e-04 - mean_squared_error: 1.8748e-04
Epoch 00004: loss improved from 0.00019 to 0.00019, saving model to ./model_LSTM/50\04-0.0001.hdf5
2226/2226 [==============================] - 21s 9ms/step - loss: 1.8746e-04 - mean_squared_error: 1.8746e-04 - val_loss: 1.1786e-04 - val_mean_squared_error: 1.1786e-04
Epoch 5/500
2222/2226 [============================>.] - ETA: 0s - loss: 1.8386e-04 - mean_squared_error: 1.8386e-04
Epoch 00005: loss improved from 0.00019 to 0.00018, saving model to ./model_LSTM/50\05-0.0001.hdf5
2226/2226 [==============================] - 16s 7ms/step - loss: 1.8359e-04 - mean_squared_error: 1.8359e-04 - val_loss: 1.1384e-04 - val_mean_squared_error: 1.1384e-04
Epoch 6/500
2219/2226 [============================>.] - ETA: 0s - loss: 1.8220e-04 - mean_squared_error: 1.8220e-04
Epoch 00006: loss improved from 0.00018 to 0.00018, saving model to ./model_LSTM/50\06-0.0001.hdf5
2226/2226 [==============================] - 14s 6ms/step - loss: 1.8241e-04 - mean_squared_error: 1.8241e-04 - val_loss: 1.0266e-04 - val_mean_squared_error: 1.0266e-04
Epoch 7/500
2222/2226 [============================>.] - ETA: 0s - loss: 1.8021e-04 - mean_squared_error: 1.8021e-04
Epoch 00007: loss improved from 0.00018 to 0.00018, saving model to ./model_LSTM/50\07-0.0001.hdf5
2226/2226 [==============================] - 13s 6ms/step - loss: 1.8034e-04 - mean_squared_error: 1.8034e-04 - val_loss: 1.0698e-04 - val_mean_squared_error: 1.0698e-04
Epoch 8/500
2221/2226 [============================>.] - ETA: 0s - loss: 1.7941e-04 - mean_squared_error: 1.7941e-04
Epoch 00008: loss improved from 0.00018 to 0.00018, saving model to ./model_LSTM/50\08-0.0001.hdf5
2226/2226 [==============================] - 12s 5ms/step - loss: 1.7951e-04 - mean_squared_error: 1.7951e-04 - val_loss: 1.0522e-04 - val_mean_squared_error: 1.0522e-04
Epoch 9/500
2225/2226 [============================>.] - ETA: 0s - loss: 1.8013e-04 - mean_squared_error: 1.8013e-04
Epoch 00009: loss did not improve from 0.00018
2226/2226 [==============================] - 12s 5ms/step - loss: 1.8047e-04 - mean_squared_error: 1.8047e-04 - val_loss: 1.0281e-04 - val_mean_squared_error: 1.0281e-04
Epoch 10/500
2217/2226 [============================>.] - ETA: 0s - loss: 1.7792e-04 - mean_squared_error: 1.7792e-04
Epoch 00010: loss improved from 0.00018 to 0.00018, saving model to ./model_LSTM/50\10-0.0001.hdf5
2226/2226 [==============================] - 11s 5ms/step - loss: 1.7828e-04 - mean_squared_error: 1.7828e-04 - val_loss: 9.8062e-05 - val_mean_squared_error: 9.8062e-05
Epoch 11/500
2222/2226 [============================>.] - ETA: 0s - loss: 1.7875e-04 - mean_squared_error: 1.7875e-04
Epoch 00011: loss did not improve from 0.00018
2226/2226 [==============================] - 12s 5ms/step - loss: 1.7854e-04 - mean_squared_error: 1.7854e-04 - val_loss: 1.0389e-04 - val_mean_squared_error: 1.0389e-04
Epoch 12/500
2218/2226 [============================>.] - ETA: 0s - loss: 1.7604e-04 - mean_squared_error: 1.7604e-04
Epoch 00012: loss improved from 0.00018 to 0.00018, saving model to ./model_LSTM/50\12-0.0001.hdf5
2226/2226 [==============================] - 11s 5ms/step - loss: 1.7584e-04 - mean_squared_error: 1.7584e-04 - val_loss: 1.1539e-04 - val_mean_squared_error: 1.1539e-04
Epoch 13/500
2217/2226 [============================>.] - ETA: 0s - loss: 1.7840e-04 - mean_squared_error: 1.7840e-04
Epoch 00013: loss did not improve from 0.00018
2226/2226 [==============================] - 12s 5ms/step - loss: 1.7813e-04 - mean_squared_error: 1.7813e-04 - val_loss: 1.1162e-04 - val_mean_squared_error: 1.1162e-04
Epoch 14/500
2220/2226 [============================>.] - ETA: 0s - loss: 1.7546e-04 - mean_squared_error: 1.7546e-04
Epoch 00014: loss improved from 0.00018 to 0.00018, saving model to ./model_LSTM/50\14-0.0001.hdf5
2226/2226 [==============================] - 20s 9ms/step - loss: 1.7517e-04 - mean_squared_error: 1.7517e-04 - val_loss: 1.1370e-04 - val_mean_squared_error: 1.1370e-04
Epoch 15/500
2222/2226 [============================>.] - ETA: 0s - loss: 1.7426e-04 - mean_squared_error: 1.7426e-04
Epoch 00015: loss improved from 0.00018 to 0.00017, saving model to ./model_LSTM/50\15-0.0001.hdf5
2226/2226 [==============================] - 22s 10ms/step - loss: 1.7443e-04 - mean_squared_error: 1.7443e-04 - val_loss: 1.0132e-04 - val_mean_squared_error: 1.0132e-04
Epoch 16/500
2220/2226 [============================>.] - ETA: 0s - loss: 1.7416e-04 - mean_squared_error: 1.7416e-04
Epoch 00016: loss did not improve from 0.00017
2226/2226 [==============================] - 19s 9ms/step - loss: 1.7481e-04 - mean_squared_error: 1.7481e-04 - val_loss: 1.1557e-04 - val_mean_squared_error: 1.1557e-04
Epoch 17/500
2221/2226 [============================>.] - ETA: 0s - loss: 1.7447e-04 - mean_squared_error: 1.7447e-04
Epoch 00017: loss did not improve from 0.00017
2226/2226 [==============================] - 13s 6ms/step - loss: 1.7454e-04 - mean_squared_error: 1.7454e-04 - val_loss: 1.0308e-04 - val_mean_squared_error: 1.0308e-04
Epoch 18/500
2219/2226 [============================>.] - ETA: 0s - loss: 1.7486e-04 - mean_squared_error: 1.7486e-04
Epoch 00018: loss did not improve from 0.00017
2226/2226 [==============================] - 11s 5ms/step - loss: 1.7454e-04 - mean_squared_error: 1.7454e-04 - val_loss: 1.1098e-04 - val_mean_squared_error: 1.1098e-04
Epoch 19/500
2218/2226 [============================>.] - ETA: 0s - loss: 1.7331e-04 - mean_squared_error: 1.7331e-04
Epoch 00019: loss improved from 0.00017 to 0.00017, saving model to ./model_LSTM/50\19-0.0001.hdf5
2226/2226 [==============================] - 12s 5ms/step - loss: 1.7297e-04 - mean_squared_error: 1.7297e-04 - val_loss: 9.7167e-05 - val_mean_squared_error: 9.7167e-05
Epoch 20/500
2222/2226 [============================>.] - ETA: 0s - loss: 1.7147e-04 - mean_squared_error: 1.7147e-04
Epoch 00020: loss improved from 0.00017 to 0.00017, saving model to ./model_LSTM/50\20-0.0001.hdf5
2226/2226 [==============================] - 11s 5ms/step - loss: 1.7142e-04 - mean_squared_error: 1.7142e-04 - val_loss: 9.9663e-05 - val_mean_squared_error: 9.9663e-05
Epoch 21/500
2223/2226 [============================>.] - ETA: 0s - loss: 1.7307e-04 - mean_squared_error: 1.7307e-04
Epoch 00021: loss did not improve from 0.00017
2226/2226 [==============================] - 12s 5ms/step - loss: 1.7336e-04 - mean_squared_error: 1.7336e-04 - val_loss: 1.0893e-04 - val_mean_squared_error: 1.0893e-04
Epoch 22/500
2222/2226 [============================>.] - ETA: 0s - loss: 1.7309e-04 - mean_squared_error: 1.7309e-04
Epoch 00022: loss did not improve from 0.00017
2226/2226 [==============================] - 15s 7ms/step - loss: 1.7285e-04 - mean_squared_error: 1.7285e-04 - val_loss: 1.0285e-04 - val_mean_squared_error: 1.0285e-04
Epoch 23/500
2225/2226 [============================>.] - ETA: 0s - loss: 1.6968e-04 - mean_squared_error: 1.6968e-04
Epoch 00023: loss improved from 0.00017 to 0.00017, saving model to ./model_LSTM/50\23-0.0001.hdf5
2226/2226 [==============================] - 19s 9ms/step - loss: 1.6978e-04 - mean_squared_error: 1.6978e-04 - val_loss: 1.3777e-04 - val_mean_squared_error: 1.3777e-04
Epoch 24/500
2224/2226 [============================>.] - ETA: 0s - loss: 1.7081e-04 - mean_squared_error: 1.7081e-04
Epoch 00024: loss did not improve from 0.00017
2226/2226 [==============================] - 16s 7ms/step - loss: 1.7096e-04 - mean_squared_error: 1.7096e-04 - val_loss: 9.6541e-05 - val_mean_squared_error: 9.6541e-05
Epoch 25/500
2222/2226 [============================>.] - ETA: 0s - loss: 1.7088e-04 - mean_squared_error: 1.7088e-04
Epoch 00025: loss did not improve from 0.00017
2226/2226 [==============================] - 14s 6ms/step - loss: 1.7084e-04 - mean_squared_error: 1.7084e-04 - val_loss: 1.0178e-04 - val_mean_squared_error: 1.0178e-04
Epoch 26/500
2218/2226 [============================>.] - ETA: 0s - loss: 1.7066e-04 - mean_squared_error: 1.7066e-04
Epoch 00026: loss did not improve from 0.00017
2226/2226 [==============================] - 16s 7ms/step - loss: 1.7085e-04 - mean_squared_error: 1.7085e-04 - val_loss: 1.0424e-04 - val_mean_squared_error: 1.0424e-04
Epoch 27/500
2220/2226 [============================>.] - ETA: 0s - loss: 1.7027e-04 - mean_squared_error: 1.7027e-04
Epoch 00027: loss did not improve from 0.00017
2226/2226 [==============================] - 18s 8ms/step - loss: 1.7036e-04 - mean_squared_error: 1.7036e-04 - val_loss: 1.0057e-04 - val_mean_squared_error: 1.0057e-04
Epoch 28/500
2226/2226 [==============================] - ETA: 0s - loss: 1.7079e-04 - mean_squared_error: 1.7079e-04
Epoch 00028: loss did not improve from 0.00017
2226/2226 [==============================] - 17s 7ms/step - loss: 1.7079e-04 - mean_squared_error: 1.7079e-04 - val_loss: 1.0501e-04 - val_mean_squared_error: 1.0501e-04
Epoch 00028: early stopping
Epoch 1/500
2185/2187 [============================>.] - ETA: 0s - loss: 1.9480e-04 - mean_squared_error: 1.9480e-04
Epoch 00001: loss improved from inf to 0.00019, saving model to ./model_LSTM/51\01-0.0002.hdf5
2187/2187 [==============================] - 14s 6ms/step - loss: 1.9482e-04 - mean_squared_error: 1.9482e-04 - val_loss: 1.6872e-04 - val_mean_squared_error: 1.6872e-04
Epoch 2/500
2184/2187 [============================>.] - ETA: 0s - loss: 1.7696e-04 - mean_squared_error: 1.7696e-04
Epoch 00002: loss improved from 0.00019 to 0.00018, saving model to ./model_LSTM/51\02-0.0002.hdf5
2187/2187 [==============================] - 15s 7ms/step - loss: 1.7687e-04 - mean_squared_error: 1.7687e-04 - val_loss: 1.5309e-04 - val_mean_squared_error: 1.5309e-04
Epoch 3/500
2187/2187 [==============================] - ETA: 0s - loss: 1.6726e-04 - mean_squared_error: 1.6726e-04
Epoch 00003: loss improved from 0.00018 to 0.00017, saving model to ./model_LSTM/51\03-0.0002.hdf5
2187/2187 [==============================] - 14s 7ms/step - loss: 1.6726e-04 - mean_squared_error: 1.6726e-04 - val_loss: 1.5662e-04 - val_mean_squared_error: 1.5662e-04
Epoch 4/500
2186/2187 [============================>.] - ETA: 0s - loss: 1.5912e-04 - mean_squared_error: 1.5912e-04
Epoch 00004: loss improved from 0.00017 to 0.00016, saving model to ./model_LSTM/51\04-0.0001.hdf5
2187/2187 [==============================] - 11s 5ms/step - loss: 1.5909e-04 - mean_squared_error: 1.5909e-04 - val_loss: 1.4777e-04 - val_mean_squared_error: 1.4777e-04
Epoch 5/500
2182/2187 [============================>.] - ETA: 0s - loss: 1.5291e-04 - mean_squared_error: 1.5291e-04
Epoch 00005: loss improved from 0.00016 to 0.00015, saving model to ./model_LSTM/51\05-0.0002.hdf5
2187/2187 [==============================] - 11s 5ms/step - loss: 1.5278e-04 - mean_squared_error: 1.5278e-04 - val_loss: 1.5040e-04 - val_mean_squared_error: 1.5040e-04
Epoch 6/500
2181/2187 [============================>.] - ETA: 0s - loss: 1.4812e-04 - mean_squared_error: 1.4812e-04
Epoch 00006: loss improved from 0.00015 to 0.00015, saving model to ./model_LSTM/51\06-0.0001.hdf5
2187/2187 [==============================] - 12s 5ms/step - loss: 1.4818e-04 - mean_squared_error: 1.4818e-04 - val_loss: 1.4162e-04 - val_mean_squared_error: 1.4162e-04
Epoch 7/500
2180/2187 [============================>.] - ETA: 0s - loss: 1.4597e-04 - mean_squared_error: 1.4597e-04
Epoch 00007: loss improved from 0.00015 to 0.00015, saving model to ./model_LSTM/51\07-0.0001.hdf5
2187/2187 [==============================] - 13s 6ms/step - loss: 1.4591e-04 - mean_squared_error: 1.4591e-04 - val_loss: 1.4259e-04 - val_mean_squared_error: 1.4259e-04
Epoch 8/500
2182/2187 [============================>.] - ETA: 0s - loss: 1.4320e-04 - mean_squared_error: 1.4320e-04
Epoch 00008: loss improved from 0.00015 to 0.00014, saving model to ./model_LSTM/51\08-0.0001.hdf5
2187/2187 [==============================] - 14s 6ms/step - loss: 1.4310e-04 - mean_squared_error: 1.4310e-04 - val_loss: 1.4350e-04 - val_mean_squared_error: 1.4350e-04
Epoch 9/500
2183/2187 [============================>.] - ETA: 0s - loss: 1.4147e-04 - mean_squared_error: 1.4147e-04
Epoch 00009: loss improved from 0.00014 to 0.00014, saving model to ./model_LSTM/51\09-0.0001.hdf5
2187/2187 [==============================] - 18s 8ms/step - loss: 1.4156e-04 - mean_squared_error: 1.4156e-04 - val_loss: 1.4960e-04 - val_mean_squared_error: 1.4960e-04
Epoch 10/500
2186/2187 [============================>.] - ETA: 0s - loss: 1.4043e-04 - mean_squared_error: 1.4043e-04
Epoch 00010: loss improved from 0.00014 to 0.00014, saving model to ./model_LSTM/51\10-0.0001.hdf5
2187/2187 [==============================] - 15s 7ms/step - loss: 1.4065e-04 - mean_squared_error: 1.4065e-04 - val_loss: 1.4483e-04 - val_mean_squared_error: 1.4483e-04
Epoch 11/500
2181/2187 [============================>.] - ETA: 0s - loss: 1.4000e-04 - mean_squared_error: 1.4000e-04
Epoch 00011: loss improved from 0.00014 to 0.00014, saving model to ./model_LSTM/51\11-0.0001.hdf5
2187/2187 [==============================] - 13s 6ms/step - loss: 1.4013e-04 - mean_squared_error: 1.4013e-04 - val_loss: 1.4237e-04 - val_mean_squared_error: 1.4237e-04
Epoch 12/500
2183/2187 [============================>.] - ETA: 0s - loss: 1.4018e-04 - mean_squared_error: 1.4018e-04
Epoch 00012: loss did not improve from 0.00014
2187/2187 [==============================] - 18s 8ms/step - loss: 1.4013e-04 - mean_squared_error: 1.4013e-04 - val_loss: 1.4036e-04 - val_mean_squared_error: 1.4036e-04
Epoch 13/500
2182/2187 [============================>.] - ETA: 0s - loss: 1.3778e-04 - mean_squared_error: 1.3778e-04
Epoch 00013: loss improved from 0.00014 to 0.00014, saving model to ./model_LSTM/51\13-0.0001.hdf5
2187/2187 [==============================] - 13s 6ms/step - loss: 1.3770e-04 - mean_squared_error: 1.3770e-04 - val_loss: 1.4495e-04 - val_mean_squared_error: 1.4495e-04
Epoch 14/500
2177/2187 [============================>.] - ETA: 0s - loss: 1.3845e-04 - mean_squared_error: 1.3845e-04
Epoch 00014: loss did not improve from 0.00014
2187/2187 [==============================] - 12s 5ms/step - loss: 1.3832e-04 - mean_squared_error: 1.3832e-04 - val_loss: 1.6402e-04 - val_mean_squared_error: 1.6402e-04
Epoch 15/500
2179/2187 [============================>.] - ETA: 0s - loss: 1.3759e-04 - mean_squared_error: 1.3759e-04
Epoch 00015: loss improved from 0.00014 to 0.00014, saving model to ./model_LSTM/51\15-0.0001.hdf5
2187/2187 [==============================] - 13s 6ms/step - loss: 1.3749e-04 - mean_squared_error: 1.3749e-04 - val_loss: 1.4337e-04 - val_mean_squared_error: 1.4337e-04
Epoch 16/500
2179/2187 [============================>.] - ETA: 0s - loss: 1.3704e-04 - mean_squared_error: 1.3704e-04
Epoch 00016: loss improved from 0.00014 to 0.00014, saving model to ./model_LSTM/51\16-0.0001.hdf5
2187/2187 [==============================] - 12s 5ms/step - loss: 1.3699e-04 - mean_squared_error: 1.3699e-04 - val_loss: 1.3576e-04 - val_mean_squared_error: 1.3576e-04
Epoch 17/500
2186/2187 [============================>.] - ETA: 0s - loss: 1.3676e-04 - mean_squared_error: 1.3676e-04
Epoch 00017: loss improved from 0.00014 to 0.00014, saving model to ./model_LSTM/51\17-0.0001.hdf5
2187/2187 [==============================] - 12s 6ms/step - loss: 1.3680e-04 - mean_squared_error: 1.3680e-04 - val_loss: 1.3810e-04 - val_mean_squared_error: 1.3810e-04
Epoch 18/500
2187/2187 [==============================] - ETA: 0s - loss: 1.3621e-04 - mean_squared_error: 1.3621e-04
Epoch 00018: loss improved from 0.00014 to 0.00014, saving model to ./model_LSTM/51\18-0.0001.hdf5
2187/2187 [==============================] - 19s 8ms/step - loss: 1.3621e-04 - mean_squared_error: 1.3621e-04 - val_loss: 1.3387e-04 - val_mean_squared_error: 1.3387e-04
Epoch 19/500
2184/2187 [============================>.] - ETA: 0s - loss: 1.3492e-04 - mean_squared_error: 1.3492e-04
Epoch 00019: loss improved from 0.00014 to 0.00014, saving model to ./model_LSTM/51\19-0.0001.hdf5
2187/2187 [==============================] - 20s 9ms/step - loss: 1.3523e-04 - mean_squared_error: 1.3523e-04 - val_loss: 1.3979e-04 - val_mean_squared_error: 1.3979e-04
Epoch 20/500
2185/2187 [============================>.] - ETA: 0s - loss: 1.3502e-04 - mean_squared_error: 1.3502e-04
Epoch 00020: loss improved from 0.00014 to 0.00013, saving model to ./model_LSTM/51\20-0.0001.hdf5
2187/2187 [==============================] - 15s 7ms/step - loss: 1.3499e-04 - mean_squared_error: 1.3499e-04 - val_loss: 1.3910e-04 - val_mean_squared_error: 1.3910e-04
Epoch 21/500
2178/2187 [============================>.] - ETA: 0s - loss: 1.3451e-04 - mean_squared_error: 1.3451e-04
Epoch 00021: loss improved from 0.00013 to 0.00013, saving model to ./model_LSTM/51\21-0.0001.hdf5
2187/2187 [==============================] - 13s 6ms/step - loss: 1.3457e-04 - mean_squared_error: 1.3457e-04 - val_loss: 1.4149e-04 - val_mean_squared_error: 1.4149e-04
Epoch 22/500
2187/2187 [==============================] - ETA: 0s - loss: 1.3478e-04 - mean_squared_error: 1.3478e-04
Epoch 00022: loss did not improve from 0.00013
2187/2187 [==============================] - 10s 5ms/step - loss: 1.3478e-04 - mean_squared_error: 1.3478e-04 - val_loss: 1.3675e-04 - val_mean_squared_error: 1.3675e-04
Epoch 23/500
2178/2187 [============================>.] - ETA: 0s - loss: 1.3394e-04 - mean_squared_error: 1.3394e-04
Epoch 00023: loss improved from 0.00013 to 0.00013, saving model to ./model_LSTM/51\23-0.0002.hdf5
2187/2187 [==============================] - 11s 5ms/step - loss: 1.3383e-04 - mean_squared_error: 1.3383e-04 - val_loss: 1.5100e-04 - val_mean_squared_error: 1.5100e-04
Epoch 24/500
2182/2187 [============================>.] - ETA: 0s - loss: 1.3376e-04 - mean_squared_error: 1.3376e-04
Epoch 00024: loss improved from 0.00013 to 0.00013, saving model to ./model_LSTM/51\24-0.0001.hdf5
2187/2187 [==============================] - 11s 5ms/step - loss: 1.3380e-04 - mean_squared_error: 1.3380e-04 - val_loss: 1.3805e-04 - val_mean_squared_error: 1.3805e-04
Epoch 25/500
2187/2187 [==============================] - ETA: 0s - loss: 1.3299e-04 - mean_squared_error: 1.3299e-04
Epoch 00025: loss improved from 0.00013 to 0.00013, saving model to ./model_LSTM/51\25-0.0001.hdf5
2187/2187 [==============================] - 12s 6ms/step - loss: 1.3299e-04 - mean_squared_error: 1.3299e-04 - val_loss: 1.3886e-04 - val_mean_squared_error: 1.3886e-04
Epoch 26/500
2182/2187 [============================>.] - ETA: 0s - loss: 1.3283e-04 - mean_squared_error: 1.3283e-04
Epoch 00026: loss improved from 0.00013 to 0.00013, saving model to ./model_LSTM/51\26-0.0001.hdf5
2187/2187 [==============================] - 15s 7ms/step - loss: 1.3277e-04 - mean_squared_error: 1.3277e-04 - val_loss: 1.3663e-04 - val_mean_squared_error: 1.3663e-04
Epoch 27/500
2181/2187 [============================>.] - ETA: 0s - loss: 1.3202e-04 - mean_squared_error: 1.3202e-04
Epoch 00027: loss improved from 0.00013 to 0.00013, saving model to ./model_LSTM/51\27-0.0001.hdf5
2187/2187 [==============================] - 13s 6ms/step - loss: 1.3181e-04 - mean_squared_error: 1.3181e-04 - val_loss: 1.3662e-04 - val_mean_squared_error: 1.3662e-04
Epoch 28/500
2184/2187 [============================>.] - ETA: 0s - loss: 1.3176e-04 - mean_squared_error: 1.3176e-04
Epoch 00028: loss improved from 0.00013 to 0.00013, saving model to ./model_LSTM/51\28-0.0001.hdf5
2187/2187 [==============================] - 13s 6ms/step - loss: 1.3176e-04 - mean_squared_error: 1.3176e-04 - val_loss: 1.3691e-04 - val_mean_squared_error: 1.3691e-04
Epoch 29/500
2183/2187 [============================>.] - ETA: 0s - loss: 1.3215e-04 - mean_squared_error: 1.3215e-04
Epoch 00029: loss did not improve from 0.00013
2187/2187 [==============================] - 18s 8ms/step - loss: 1.3205e-04 - mean_squared_error: 1.3205e-04 - val_loss: 1.3795e-04 - val_mean_squared_error: 1.3795e-04
Epoch 30/500
2183/2187 [============================>.] - ETA: 0s - loss: 1.3052e-04 - mean_squared_error: 1.3052e-04
Epoch 00030: loss improved from 0.00013 to 0.00013, saving model to ./model_LSTM/51\30-0.0001.hdf5
2187/2187 [==============================] - 16s 7ms/step - loss: 1.3057e-04 - mean_squared_error: 1.3057e-04 - val_loss: 1.3665e-04 - val_mean_squared_error: 1.3665e-04
Epoch 31/500
2180/2187 [============================>.] - ETA: 0s - loss: 1.3048e-04 - mean_squared_error: 1.3048e-04
Epoch 00031: loss improved from 0.00013 to 0.00013, saving model to ./model_LSTM/51\31-0.0001.hdf5
2187/2187 [==============================] - 14s 6ms/step - loss: 1.3027e-04 - mean_squared_error: 1.3027e-04 - val_loss: 1.4512e-04 - val_mean_squared_error: 1.4512e-04
Epoch 32/500
2177/2187 [============================>.] - ETA: 0s - loss: 1.3046e-04 - mean_squared_error: 1.3046e-04
Epoch 00032: loss did not improve from 0.00013
2187/2187 [==============================] - 15s 7ms/step - loss: 1.3052e-04 - mean_squared_error: 1.3052e-04 - val_loss: 1.3717e-04 - val_mean_squared_error: 1.3717e-04
Epoch 33/500
2183/2187 [============================>.] - ETA: 0s - loss: 1.2994e-04 - mean_squared_error: 1.2994e-04
Epoch 00033: loss improved from 0.00013 to 0.00013, saving model to ./model_LSTM/51\33-0.0001.hdf5
2187/2187 [==============================] - 13s 6ms/step - loss: 1.2983e-04 - mean_squared_error: 1.2983e-04 - val_loss: 1.3338e-04 - val_mean_squared_error: 1.3338e-04
Epoch 34/500
2179/2187 [============================>.] - ETA: 0s - loss: 1.2901e-04 - mean_squared_error: 1.2901e-04
Epoch 00034: loss improved from 0.00013 to 0.00013, saving model to ./model_LSTM/51\34-0.0001.hdf5
2187/2187 [==============================] - 12s 5ms/step - loss: 1.2905e-04 - mean_squared_error: 1.2905e-04 - val_loss: 1.3668e-04 - val_mean_squared_error: 1.3668e-04
Epoch 35/500
2181/2187 [============================>.] - ETA: 0s - loss: 1.2934e-04 - mean_squared_error: 1.2934e-04
Epoch 00035: loss did not improve from 0.00013
2187/2187 [==============================] - 12s 5ms/step - loss: 1.2917e-04 - mean_squared_error: 1.2917e-04 - val_loss: 1.3319e-04 - val_mean_squared_error: 1.3319e-04
Epoch 36/500
2181/2187 [============================>.] - ETA: 0s - loss: 1.2933e-04 - mean_squared_error: 1.2933e-04
Epoch 00036: loss did not improve from 0.00013
2187/2187 [==============================] - 14s 6ms/step - loss: 1.2922e-04 - mean_squared_error: 1.2922e-04 - val_loss: 1.4723e-04 - val_mean_squared_error: 1.4723e-04
Epoch 37/500
2185/2187 [============================>.] - ETA: 0s - loss: 1.2830e-04 - mean_squared_error: 1.2830e-04
Epoch 00037: loss improved from 0.00013 to 0.00013, saving model to ./model_LSTM/51\37-0.0001.hdf5
2187/2187 [==============================] - 14s 6ms/step - loss: 1.2829e-04 - mean_squared_error: 1.2829e-04 - val_loss: 1.3539e-04 - val_mean_squared_error: 1.3539e-04
Epoch 38/500
2186/2187 [============================>.] - ETA: 0s - loss: 1.2799e-04 - mean_squared_error: 1.2799e-04
Epoch 00038: loss improved from 0.00013 to 0.00013, saving model to ./model_LSTM/51\38-0.0001.hdf5
2187/2187 [==============================] - 16s 7ms/step - loss: 1.2795e-04 - mean_squared_error: 1.2795e-04 - val_loss: 1.3667e-04 - val_mean_squared_error: 1.3667e-04
Epoch 39/500
2183/2187 [============================>.] - ETA: 0s - loss: 1.2788e-04 - mean_squared_error: 1.2788e-04
Epoch 00039: loss improved from 0.00013 to 0.00013, saving model to ./model_LSTM/51\39-0.0001.hdf5
2187/2187 [==============================] - 17s 8ms/step - loss: 1.2777e-04 - mean_squared_error: 1.2777e-04 - val_loss: 1.3546e-04 - val_mean_squared_error: 1.3546e-04
Epoch 40/500
2185/2187 [============================>.] - ETA: 0s - loss: 1.2746e-04 - mean_squared_error: 1.2746e-04
Epoch 00040: loss improved from 0.00013 to 0.00013, saving model to ./model_LSTM/51\40-0.0001.hdf5
2187/2187 [==============================] - 17s 8ms/step - loss: 1.2743e-04 - mean_squared_error: 1.2743e-04 - val_loss: 1.2886e-04 - val_mean_squared_error: 1.2886e-04
Epoch 41/500
2184/2187 [============================>.] - ETA: 0s - loss: 1.2722e-04 - mean_squared_error: 1.2722e-04
Epoch 00041: loss improved from 0.00013 to 0.00013, saving model to ./model_LSTM/51\41-0.0001.hdf5
2187/2187 [==============================] - 14s 6ms/step - loss: 1.2720e-04 - mean_squared_error: 1.2720e-04 - val_loss: 1.3764e-04 - val_mean_squared_error: 1.3764e-04
Epoch 42/500
2187/2187 [==============================] - ETA: 0s - loss: 1.2641e-04 - mean_squared_error: 1.2641e-04
Epoch 00042: loss improved from 0.00013 to 0.00013, saving model to ./model_LSTM/51\42-0.0001.hdf5
2187/2187 [==============================] - 14s 6ms/step - loss: 1.2641e-04 - mean_squared_error: 1.2641e-04 - val_loss: 1.4396e-04 - val_mean_squared_error: 1.4396e-04
Epoch 43/500
2179/2187 [============================>.] - ETA: 0s - loss: 1.2649e-04 - mean_squared_error: 1.2649e-04
Epoch 00043: loss improved from 0.00013 to 0.00013, saving model to ./model_LSTM/51\43-0.0001.hdf5
2187/2187 [==============================] - 14s 6ms/step - loss: 1.2635e-04 - mean_squared_error: 1.2635e-04 - val_loss: 1.3221e-04 - val_mean_squared_error: 1.3221e-04
Epoch 44/500
2176/2187 [============================>.] - ETA: 0s - loss: 1.2631e-04 - mean_squared_error: 1.2631e-04
Epoch 00044: loss improved from 0.00013 to 0.00013, saving model to ./model_LSTM/51\44-0.0001.hdf5
2187/2187 [==============================] - 13s 6ms/step - loss: 1.2613e-04 - mean_squared_error: 1.2613e-04 - val_loss: 1.3770e-04 - val_mean_squared_error: 1.3770e-04
Epoch 45/500
2186/2187 [============================>.] - ETA: 0s - loss: 1.2533e-04 - mean_squared_error: 1.2533e-04
Epoch 00045: loss improved from 0.00013 to 0.00013, saving model to ./model_LSTM/51\45-0.0001.hdf5
2187/2187 [==============================] - 14s 6ms/step - loss: 1.2532e-04 - mean_squared_error: 1.2532e-04 - val_loss: 1.3404e-04 - val_mean_squared_error: 1.3404e-04
Epoch 46/500
2181/2187 [============================>.] - ETA: 0s - loss: 1.2473e-04 - mean_squared_error: 1.2473e-04
Epoch 00046: loss improved from 0.00013 to 0.00012, saving model to ./model_LSTM/51\46-0.0001.hdf5
2187/2187 [==============================] - 13s 6ms/step - loss: 1.2470e-04 - mean_squared_error: 1.2470e-04 - val_loss: 1.2940e-04 - val_mean_squared_error: 1.2940e-04
Epoch 47/500
2182/2187 [============================>.] - ETA: 0s - loss: 1.2483e-04 - mean_squared_error: 1.2483e-04
Epoch 00047: loss did not improve from 0.00012
2187/2187 [==============================] - 13s 6ms/step - loss: 1.2476e-04 - mean_squared_error: 1.2476e-04 - val_loss: 1.2498e-04 - val_mean_squared_error: 1.2498e-04
Epoch 48/500
2181/2187 [============================>.] - ETA: 0s - loss: 1.2475e-04 - mean_squared_error: 1.2475e-04
Epoch 00048: loss improved from 0.00012 to 0.00012, saving model to ./model_LSTM/51\48-0.0001.hdf5
2187/2187 [==============================] - 15s 7ms/step - loss: 1.2464e-04 - mean_squared_error: 1.2464e-04 - val_loss: 1.3307e-04 - val_mean_squared_error: 1.3307e-04
Epoch 49/500
2182/2187 [============================>.] - ETA: 0s - loss: 1.2409e-04 - mean_squared_error: 1.2409e-04
Epoch 00049: loss improved from 0.00012 to 0.00012, saving model to ./model_LSTM/51\49-0.0001.hdf5
2187/2187 [==============================] - 15s 7ms/step - loss: 1.2406e-04 - mean_squared_error: 1.2406e-04 - val_loss: 1.3257e-04 - val_mean_squared_error: 1.3257e-04
Epoch 50/500
2182/2187 [============================>.] - ETA: 0s - loss: 1.2371e-04 - mean_squared_error: 1.2371e-04
Epoch 00050: loss improved from 0.00012 to 0.00012, saving model to ./model_LSTM/51\50-0.0001.hdf5
2187/2187 [==============================] - 18s 8ms/step - loss: 1.2359e-04 - mean_squared_error: 1.2359e-04 - val_loss: 1.3705e-04 - val_mean_squared_error: 1.3705e-04
Epoch 51/500
2186/2187 [============================>.] - ETA: 0s - loss: 1.2324e-04 - mean_squared_error: 1.2324e-04
Epoch 00051: loss improved from 0.00012 to 0.00012, saving model to ./model_LSTM/51\51-0.0001.hdf5
2187/2187 [==============================] - 15s 7ms/step - loss: 1.2322e-04 - mean_squared_error: 1.2322e-04 - val_loss: 1.3720e-04 - val_mean_squared_error: 1.3720e-04
Epoch 52/500
2181/2187 [============================>.] - ETA: 0s - loss: 1.2310e-04 - mean_squared_error: 1.2310e-04
Epoch 00052: loss improved from 0.00012 to 0.00012, saving model to ./model_LSTM/51\52-0.0001.hdf5
2187/2187 [==============================] - 13s 6ms/step - loss: 1.2309e-04 - mean_squared_error: 1.2309e-04 - val_loss: 1.2608e-04 - val_mean_squared_error: 1.2608e-04
Epoch 53/500
2181/2187 [============================>.] - ETA: 0s - loss: 1.2230e-04 - mean_squared_error: 1.2230e-04
Epoch 00053: loss improved from 0.00012 to 0.00012, saving model to ./model_LSTM/51\53-0.0001.hdf5
2187/2187 [==============================] - 12s 5ms/step - loss: 1.2240e-04 - mean_squared_error: 1.2240e-04 - val_loss: 1.3468e-04 - val_mean_squared_error: 1.3468e-04
Epoch 54/500
2177/2187 [============================>.] - ETA: 0s - loss: 1.2251e-04 - mean_squared_error: 1.2251e-04
Epoch 00054: loss improved from 0.00012 to 0.00012, saving model to ./model_LSTM/51\54-0.0001.hdf5
2187/2187 [==============================] - 13s 6ms/step - loss: 1.2232e-04 - mean_squared_error: 1.2232e-04 - val_loss: 1.3327e-04 - val_mean_squared_error: 1.3327e-04
Epoch 55/500
2183/2187 [============================>.] - ETA: 0s - loss: 1.2244e-04 - mean_squared_error: 1.2244e-04
Epoch 00055: loss did not improve from 0.00012
2187/2187 [==============================] - 13s 6ms/step - loss: 1.2240e-04 - mean_squared_error: 1.2240e-04 - val_loss: 1.3886e-04 - val_mean_squared_error: 1.3886e-04
Epoch 56/500
2179/2187 [============================>.] - ETA: 0s - loss: 1.2268e-04 - mean_squared_error: 1.2268e-04
Epoch 00056: loss did not improve from 0.00012
2187/2187 [==============================] - 12s 6ms/step - loss: 1.2291e-04 - mean_squared_error: 1.2291e-04 - val_loss: 1.4423e-04 - val_mean_squared_error: 1.4423e-04
Epoch 57/500
2185/2187 [============================>.] - ETA: 0s - loss: 1.2166e-04 - mean_squared_error: 1.2166e-04
Epoch 00057: loss improved from 0.00012 to 0.00012, saving model to ./model_LSTM/51\57-0.0001.hdf5
2187/2187 [==============================] - 12s 6ms/step - loss: 1.2158e-04 - mean_squared_error: 1.2158e-04 - val_loss: 1.2975e-04 - val_mean_squared_error: 1.2975e-04
Epoch 58/500
2178/2187 [============================>.] - ETA: 0s - loss: 1.1994e-04 - mean_squared_error: 1.1994e-04
Epoch 00058: loss improved from 0.00012 to 0.00012, saving model to ./model_LSTM/51\58-0.0001.hdf5
2187/2187 [==============================] - 14s 6ms/step - loss: 1.2013e-04 - mean_squared_error: 1.2013e-04 - val_loss: 1.3895e-04 - val_mean_squared_error: 1.3895e-04
Epoch 59/500
2186/2187 [============================>.] - ETA: 0s - loss: 1.2100e-04 - mean_squared_error: 1.2100e-04
Epoch 00059: loss did not improve from 0.00012
2187/2187 [==============================] - 15s 7ms/step - loss: 1.2096e-04 - mean_squared_error: 1.2096e-04 - val_loss: 1.2685e-04 - val_mean_squared_error: 1.2685e-04
Epoch 60/500
2184/2187 [============================>.] - ETA: 0s - loss: 1.1964e-04 - mean_squared_error: 1.1964e-04
Epoch 00060: loss improved from 0.00012 to 0.00012, saving model to ./model_LSTM/51\60-0.0001.hdf5
2187/2187 [==============================] - 17s 8ms/step - loss: 1.1965e-04 - mean_squared_error: 1.1965e-04 - val_loss: 1.2531e-04 - val_mean_squared_error: 1.2531e-04
Epoch 61/500
2183/2187 [============================>.] - ETA: 0s - loss: 1.2053e-04 - mean_squared_error: 1.2053e-04
Epoch 00061: loss did not improve from 0.00012
2187/2187 [==============================] - 20s 9ms/step - loss: 1.2046e-04 - mean_squared_error: 1.2046e-04 - val_loss: 1.3196e-04 - val_mean_squared_error: 1.3196e-04
Epoch 62/500
2187/2187 [==============================] - ETA: 0s - loss: 1.2028e-04 - mean_squared_error: 1.2028e-04
Epoch 00062: loss did not improve from 0.00012
2187/2187 [==============================] - 18s 8ms/step - loss: 1.2028e-04 - mean_squared_error: 1.2028e-04 - val_loss: 1.4348e-04 - val_mean_squared_error: 1.4348e-04
Epoch 63/500
2184/2187 [============================>.] - ETA: 0s - loss: 1.1930e-04 - mean_squared_error: 1.1930e-04
Epoch 00063: loss improved from 0.00012 to 0.00012, saving model to ./model_LSTM/51\63-0.0001.hdf5
2187/2187 [==============================] - 22s 10ms/step - loss: 1.1926e-04 - mean_squared_error: 1.1926e-04 - val_loss: 1.2708e-04 - val_mean_squared_error: 1.2708e-04
Epoch 64/500
2179/2187 [============================>.] - ETA: 0s - loss: 1.1857e-04 - mean_squared_error: 1.1857e-04
Epoch 00064: loss improved from 0.00012 to 0.00012, saving model to ./model_LSTM/51\64-0.0001.hdf5
2187/2187 [==============================] - 17s 8ms/step - loss: 1.1850e-04 - mean_squared_error: 1.1850e-04 - val_loss: 1.2966e-04 - val_mean_squared_error: 1.2966e-04
Epoch 65/500
2187/2187 [==============================] - ETA: 0s - loss: 1.1811e-04 - mean_squared_error: 1.1811e-04
Epoch 00065: loss improved from 0.00012 to 0.00012, saving model to ./model_LSTM/51\65-0.0001.hdf5
2187/2187 [==============================] - 17s 8ms/step - loss: 1.1811e-04 - mean_squared_error: 1.1811e-04 - val_loss: 1.4632e-04 - val_mean_squared_error: 1.4632e-04
Epoch 66/500
2186/2187 [============================>.] - ETA: 0s - loss: 1.1787e-04 - mean_squared_error: 1.1787e-04 ETA: 1s -
Epoch 00066: loss improved from 0.00012 to 0.00012, saving model to ./model_LSTM/51\66-0.0001.hdf5
2187/2187 [==============================] - 18s 8ms/step - loss: 1.1783e-04 - mean_squared_error: 1.1783e-04 - val_loss: 1.3328e-04 - val_mean_squared_error: 1.3328e-04
Epoch 67/500
2180/2187 [============================>.] - ETA: 0s - loss: 1.1747e-04 - mean_squared_error: 1.1747e-04
Epoch 00067: loss improved from 0.00012 to 0.00012, saving model to ./model_LSTM/51\67-0.0001.hdf5
2187/2187 [==============================] - 15s 7ms/step - loss: 1.1736e-04 - mean_squared_error: 1.1736e-04 - val_loss: 1.3897e-04 - val_mean_squared_error: 1.3897e-04
Epoch 68/500
2182/2187 [============================>.] - ETA: 0s - loss: 1.1685e-04 - mean_squared_error: 1.1685e-04
Epoch 00068: loss improved from 0.00012 to 0.00012, saving model to ./model_LSTM/51\68-0.0001.hdf5
2187/2187 [==============================] - 14s 6ms/step - loss: 1.1694e-04 - mean_squared_error: 1.1694e-04 - val_loss: 1.3015e-04 - val_mean_squared_error: 1.3015e-04
Epoch 69/500
2184/2187 [============================>.] - ETA: 0s - loss: 1.1730e-04 - mean_squared_error: 1.1730e-04
Epoch 00069: loss did not improve from 0.00012
2187/2187 [==============================] - 15s 7ms/step - loss: 1.1727e-04 - mean_squared_error: 1.1727e-04 - val_loss: 1.4851e-04 - val_mean_squared_error: 1.4851e-04
Epoch 70/500
2183/2187 [============================>.] - ETA: 0s - loss: 1.1673e-04 - mean_squared_error: 1.1673e-04
Epoch 00070: loss improved from 0.00012 to 0.00012, saving model to ./model_LSTM/51\70-0.0001.hdf5
2187/2187 [==============================] - 21s 10ms/step - loss: 1.1667e-04 - mean_squared_error: 1.1667e-04 - val_loss: 1.3070e-04 - val_mean_squared_error: 1.3070e-04
Epoch 71/500
2185/2187 [============================>.] - ETA: 0s - loss: 1.1628e-04 - mean_squared_error: 1.1628e-04 E
Epoch 00071: loss improved from 0.00012 to 0.00012, saving model to ./model_LSTM/51\71-0.0001.hdf5
2187/2187 [==============================] - 17s 8ms/step - loss: 1.1625e-04 - mean_squared_error: 1.1625e-04 - val_loss: 1.3220e-04 - val_mean_squared_error: 1.3220e-04
Epoch 72/500
2180/2187 [============================>.] - ETA: 0s - loss: 1.1513e-04 - mean_squared_error: 1.1513e-04
Epoch 00072: loss improved from 0.00012 to 0.00012, saving model to ./model_LSTM/51\72-0.0001.hdf5
2187/2187 [==============================] - 15s 7ms/step - loss: 1.1510e-04 - mean_squared_error: 1.1510e-04 - val_loss: 1.3546e-04 - val_mean_squared_error: 1.3546e-04
Epoch 73/500
2185/2187 [============================>.] - ETA: 0s - loss: 1.1442e-04 - mean_squared_error: 1.1442e-04
Epoch 00073: loss improved from 0.00012 to 0.00011, saving model to ./model_LSTM/51\73-0.0001.hdf5
2187/2187 [==============================] - 15s 7ms/step - loss: 1.1443e-04 - mean_squared_error: 1.1443e-04 - val_loss: 1.3016e-04 - val_mean_squared_error: 1.3016e-04
Epoch 74/500
2177/2187 [============================>.] - ETA: 0s - loss: 1.1513e-04 - mean_squared_error: 1.1513e-04
Epoch 00074: loss did not improve from 0.00011
2187/2187 [==============================] - 14s 7ms/step - loss: 1.1506e-04 - mean_squared_error: 1.1506e-04 - val_loss: 1.1644e-04 - val_mean_squared_error: 1.1644e-04
Epoch 75/500
2181/2187 [============================>.] - ETA: 0s - loss: 1.1439e-04 - mean_squared_error: 1.1439e-04 ETA
Epoch 00075: loss did not improve from 0.00011
2187/2187 [==============================] - 14s 6ms/step - loss: 1.1444e-04 - mean_squared_error: 1.1444e-04 - val_loss: 1.3055e-04 - val_mean_squared_error: 1.3055e-04
Epoch 76/500
2184/2187 [============================>.] - ETA: 0s - loss: 1.1339e-04 - mean_squared_error: 1.1339e-04
Epoch 00076: loss improved from 0.00011 to 0.00011, saving model to ./model_LSTM/51\76-0.0001.hdf5
2187/2187 [==============================] - 12s 6ms/step - loss: 1.1362e-04 - mean_squared_error: 1.1362e-04 - val_loss: 1.1792e-04 - val_mean_squared_error: 1.1792e-04
Epoch 77/500
2185/2187 [============================>.] - ETA: 0s - loss: 1.1421e-04 - mean_squared_error: 1.1421e-04
Epoch 00077: loss did not improve from 0.00011
2187/2187 [==============================] - 13s 6ms/step - loss: 1.1415e-04 - mean_squared_error: 1.1415e-04 - val_loss: 1.2153e-04 - val_mean_squared_error: 1.2153e-04
Epoch 78/500
2184/2187 [============================>.] - ETA: 0s - loss: 1.1386e-04 - mean_squared_error: 1.1386e-04
Epoch 00078: loss did not improve from 0.00011
2187/2187 [==============================] - 14s 7ms/step - loss: 1.1375e-04 - mean_squared_error: 1.1375e-04 - val_loss: 1.3018e-04 - val_mean_squared_error: 1.3018e-04
Epoch 79/500
2181/2187 [============================>.] - ETA: 0s - loss: 1.1353e-04 - mean_squared_error: 1.1353e-04
Epoch 00079: loss improved from 0.00011 to 0.00011, saving model to ./model_LSTM/51\79-0.0001.hdf5
2187/2187 [==============================] - 14s 6ms/step - loss: 1.1357e-04 - mean_squared_error: 1.1357e-04 - val_loss: 1.2210e-04 - val_mean_squared_error: 1.2210e-04
Epoch 80/500
2182/2187 [============================>.] - ETA: 0s - loss: 1.1308e-04 - mean_squared_error: 1.1308e-04
Epoch 00080: loss improved from 0.00011 to 0.00011, saving model to ./model_LSTM/51\80-0.0001.hdf5
2187/2187 [==============================] - 19s 9ms/step - loss: 1.1327e-04 - mean_squared_error: 1.1327e-04 - val_loss: 1.2935e-04 - val_mean_squared_error: 1.2935e-04
Epoch 81/500
2186/2187 [============================>.] - ETA: 0s - loss: 1.1263e-04 - mean_squared_error: 1.1263e-04
Epoch 00081: loss improved from 0.00011 to 0.00011, saving model to ./model_LSTM/51\81-0.0001.hdf5
2187/2187 [==============================] - 18s 8ms/step - loss: 1.1260e-04 - mean_squared_error: 1.1260e-04 - val_loss: 1.2454e-04 - val_mean_squared_error: 1.2454e-04
Epoch 82/500
2184/2187 [============================>.] - ETA: 0s - loss: 1.1181e-04 - mean_squared_error: 1.1181e-04
Epoch 00082: loss improved from 0.00011 to 0.00011, saving model to ./model_LSTM/51\82-0.0001.hdf5
2187/2187 [==============================] - 11s 5ms/step - loss: 1.1178e-04 - mean_squared_error: 1.1178e-04 - val_loss: 1.4125e-04 - val_mean_squared_error: 1.4125e-04
Epoch 83/500
2187/2187 [==============================] - ETA: 0s - loss: 1.1176e-04 - mean_squared_error: 1.1176e-04
Epoch 00083: loss improved from 0.00011 to 0.00011, saving model to ./model_LSTM/51\83-0.0001.hdf5
2187/2187 [==============================] - 11s 5ms/step - loss: 1.1176e-04 - mean_squared_error: 1.1176e-04 - val_loss: 1.3466e-04 - val_mean_squared_error: 1.3466e-04
Epoch 84/500
2177/2187 [============================>.] - ETA: 0s - loss: 1.1095e-04 - mean_squared_error: 1.1095e-04
Epoch 00084: loss improved from 0.00011 to 0.00011, saving model to ./model_LSTM/51\84-0.0001.hdf5
2187/2187 [==============================] - 11s 5ms/step - loss: 1.1092e-04 - mean_squared_error: 1.1092e-04 - val_loss: 1.1576e-04 - val_mean_squared_error: 1.1576e-04
Epoch 85/500
2182/2187 [============================>.] - ETA: 0s - loss: 1.1115e-04 - mean_squared_error: 1.1115e-04
Epoch 00085: loss did not improve from 0.00011
2187/2187 [==============================] - 12s 5ms/step - loss: 1.1107e-04 - mean_squared_error: 1.1107e-04 - val_loss: 1.4793e-04 - val_mean_squared_error: 1.4793e-04
Epoch 86/500
2186/2187 [============================>.] - ETA: 0s - loss: 1.1090e-04 - mean_squared_error: 1.1090e-04
Epoch 00086: loss did not improve from 0.00011
2187/2187 [==============================] - 11s 5ms/step - loss: 1.1093e-04 - mean_squared_error: 1.1093e-04 - val_loss: 1.3161e-04 - val_mean_squared_error: 1.3161e-04
Epoch 87/500
2186/2187 [============================>.] - ETA: 0s - loss: 1.1074e-04 - mean_squared_error: 1.1074e-04
Epoch 00087: loss improved from 0.00011 to 0.00011, saving model to ./model_LSTM/51\87-0.0001.hdf5
2187/2187 [==============================] - 12s 6ms/step - loss: 1.1071e-04 - mean_squared_error: 1.1071e-04 - val_loss: 1.1538e-04 - val_mean_squared_error: 1.1538e-04
Epoch 88/500
2185/2187 [============================>.] - ETA: 0s - loss: 1.0983e-04 - mean_squared_error: 1.0983e-04
Epoch 00088: loss improved from 0.00011 to 0.00011, saving model to ./model_LSTM/51\88-0.0001.hdf5
2187/2187 [==============================] - 13s 6ms/step - loss: 1.0995e-04 - mean_squared_error: 1.0995e-04 - val_loss: 1.2068e-04 - val_mean_squared_error: 1.2068e-04
Epoch 89/500
2178/2187 [============================>.] - ETA: 0s - loss: 1.1057e-04 - mean_squared_error: 1.1057e-04
Epoch 00089: loss did not improve from 0.00011
2187/2187 [==============================] - 13s 6ms/step - loss: 1.1067e-04 - mean_squared_error: 1.1067e-04 - val_loss: 1.1469e-04 - val_mean_squared_error: 1.1469e-04
Epoch 90/500
2182/2187 [============================>.] - ETA: 0s - loss: 1.0991e-04 - mean_squared_error: 1.0991e-04
Epoch 00090: loss improved from 0.00011 to 0.00011, saving model to ./model_LSTM/51\90-0.0001.hdf5
2187/2187 [==============================] - 14s 7ms/step - loss: 1.0980e-04 - mean_squared_error: 1.0980e-04 - val_loss: 1.2591e-04 - val_mean_squared_error: 1.2591e-04
Epoch 91/500
2184/2187 [============================>.] - ETA: 0s - loss: 1.0951e-04 - mean_squared_error: 1.0951e-04
Epoch 00091: loss improved from 0.00011 to 0.00011, saving model to ./model_LSTM/51\91-0.0001.hdf5
2187/2187 [==============================] - 15s 7ms/step - loss: 1.0943e-04 - mean_squared_error: 1.0943e-04 - val_loss: 1.1183e-04 - val_mean_squared_error: 1.1183e-04
Epoch 92/500
2181/2187 [============================>.] - ETA: 0s - loss: 1.0939e-04 - mean_squared_error: 1.0939e-04
Epoch 00092: loss improved from 0.00011 to 0.00011, saving model to ./model_LSTM/51\92-0.0001.hdf5
2187/2187 [==============================] - 13s 6ms/step - loss: 1.0933e-04 - mean_squared_error: 1.0933e-04 - val_loss: 1.1630e-04 - val_mean_squared_error: 1.1630e-04
Epoch 93/500
2179/2187 [============================>.] - ETA: 0s - loss: 1.0862e-04 - mean_squared_error: 1.0862e-04
Epoch 00093: loss improved from 0.00011 to 0.00011, saving model to ./model_LSTM/51\93-0.0001.hdf5
2187/2187 [==============================] - 12s 5ms/step - loss: 1.0868e-04 - mean_squared_error: 1.0868e-04 - val_loss: 1.2668e-04 - val_mean_squared_error: 1.2668e-04
Epoch 94/500
2175/2187 [============================>.] - ETA: 0s - loss: 1.0726e-04 - mean_squared_error: 1.0726e-04
Epoch 00094: loss improved from 0.00011 to 0.00011, saving model to ./model_LSTM/51\94-0.0001.hdf5
2187/2187 [==============================] - 10s 5ms/step - loss: 1.0862e-04 - mean_squared_error: 1.0862e-04 - val_loss: 1.2241e-04 - val_mean_squared_error: 1.2241e-04
Epoch 95/500
2186/2187 [============================>.] - ETA: 0s - loss: 1.0798e-04 - mean_squared_error: 1.0798e-04
Epoch 00095: loss improved from 0.00011 to 0.00011, saving model to ./model_LSTM/51\95-0.0001.hdf5
2187/2187 [==============================] - 11s 5ms/step - loss: 1.0794e-04 - mean_squared_error: 1.0794e-04 - val_loss: 1.2836e-04 - val_mean_squared_error: 1.2836e-04
Epoch 96/500
2187/2187 [==============================] - ETA: 0s - loss: 1.0845e-04 - mean_squared_error: 1.0845e-04
Epoch 00096: loss did not improve from 0.00011
2187/2187 [==============================] - 11s 5ms/step - loss: 1.0845e-04 - mean_squared_error: 1.0845e-04 - val_loss: 1.6495e-04 - val_mean_squared_error: 1.6495e-04
Epoch 97/500
2185/2187 [============================>.] - ETA: 0s - loss: 1.0809e-04 - mean_squared_error: 1.0809e-04
Epoch 00097: loss did not improve from 0.00011
2187/2187 [==============================] - 11s 5ms/step - loss: 1.0830e-04 - mean_squared_error: 1.0830e-04 - val_loss: 1.1985e-04 - val_mean_squared_error: 1.1985e-04
Epoch 98/500
2185/2187 [============================>.] - ETA: 0s - loss: 1.0786e-04 - mean_squared_error: 1.0786e-04
Epoch 00098: loss improved from 0.00011 to 0.00011, saving model to ./model_LSTM/51\98-0.0001.hdf5
2187/2187 [==============================] - 12s 5ms/step - loss: 1.0785e-04 - mean_squared_error: 1.0785e-04 - val_loss: 1.2688e-04 - val_mean_squared_error: 1.2688e-04
Epoch 99/500
2181/2187 [============================>.] - ETA: 0s - loss: 1.0811e-04 - mean_squared_error: 1.0811e-04
Epoch 00099: loss did not improve from 0.00011
2187/2187 [==============================] - 12s 6ms/step - loss: 1.0810e-04 - mean_squared_error: 1.0810e-04 - val_loss: 1.2212e-04 - val_mean_squared_error: 1.2212e-04
Epoch 100/500
2179/2187 [============================>.] - ETA: 0s - loss: 1.0774e-04 - mean_squared_error: 1.0774e-04
Epoch 00100: loss did not improve from 0.00011
2187/2187 [==============================] - 13s 6ms/step - loss: 1.0804e-04 - mean_squared_error: 1.0804e-04 - val_loss: 1.2144e-04 - val_mean_squared_error: 1.2144e-04
Epoch 101/500
2183/2187 [============================>.] - ETA: 0s - loss: 1.0785e-04 - mean_squared_error: 1.0785e-04
Epoch 00101: loss did not improve from 0.00011
2187/2187 [==============================] - 14s 6ms/step - loss: 1.0792e-04 - mean_squared_error: 1.0792e-04 - val_loss: 1.3319e-04 - val_mean_squared_error: 1.3319e-04
Epoch 102/500
2186/2187 [============================>.] - ETA: 0s - loss: 1.0707e-04 - mean_squared_error: 1.0707e-04
Epoch 00102: loss improved from 0.00011 to 0.00011, saving model to ./model_LSTM/51\102-0.0001.hdf5
2187/2187 [==============================] - 14s 6ms/step - loss: 1.0704e-04 - mean_squared_error: 1.0704e-04 - val_loss: 1.1719e-04 - val_mean_squared_error: 1.1719e-04
Epoch 103/500
2179/2187 [============================>.] - ETA: 0s - loss: 1.0700e-04 - mean_squared_error: 1.0700e-04
Epoch 00103: loss did not improve from 0.00011
2187/2187 [==============================] - 14s 7ms/step - loss: 1.0733e-04 - mean_squared_error: 1.0733e-04 - val_loss: 1.2610e-04 - val_mean_squared_error: 1.2610e-04
Epoch 104/500
2184/2187 [============================>.] - ETA: 0s - loss: 1.0643e-04 - mean_squared_error: 1.0643e-04
Epoch 00104: loss improved from 0.00011 to 0.00011, saving model to ./model_LSTM/51\104-0.0001.hdf5
2187/2187 [==============================] - 12s 6ms/step - loss: 1.0635e-04 - mean_squared_error: 1.0635e-04 - val_loss: 1.2843e-04 - val_mean_squared_error: 1.2843e-04
Epoch 105/500
2178/2187 [============================>.] - ETA: 0s - loss: 1.0703e-04 - mean_squared_error: 1.0703e-04
Epoch 00105: loss did not improve from 0.00011
2187/2187 [==============================] - 11s 5ms/step - loss: 1.0694e-04 - mean_squared_error: 1.0694e-04 - val_loss: 1.2288e-04 - val_mean_squared_error: 1.2288e-04
Epoch 106/500
2177/2187 [============================>.] - ETA: 0s - loss: 1.0670e-04 - mean_squared_error: 1.0670e-04
Epoch 00106: loss did not improve from 0.00011
2187/2187 [==============================] - 11s 5ms/step - loss: 1.0662e-04 - mean_squared_error: 1.0662e-04 - val_loss: 1.2132e-04 - val_mean_squared_error: 1.2132e-04
Epoch 107/500
2180/2187 [============================>.] - ETA: 0s - loss: 1.0632e-04 - mean_squared_error: 1.0632e-04
Epoch 00107: loss improved from 0.00011 to 0.00011, saving model to ./model_LSTM/51\107-0.0001.hdf5
2187/2187 [==============================] - 11s 5ms/step - loss: 1.0632e-04 - mean_squared_error: 1.0632e-04 - val_loss: 1.2009e-04 - val_mean_squared_error: 1.2009e-04
Epoch 108/500
2187/2187 [==============================] - ETA: 0s - loss: 1.0589e-04 - mean_squared_error: 1.0589e-04
Epoch 00108: loss improved from 0.00011 to 0.00011, saving model to ./model_LSTM/51\108-0.0001.hdf5
2187/2187 [==============================] - 11s 5ms/step - loss: 1.0589e-04 - mean_squared_error: 1.0589e-04 - val_loss: 1.1429e-04 - val_mean_squared_error: 1.1429e-04
Epoch 109/500
2179/2187 [============================>.] - ETA: 0s - loss: 1.0570e-04 - mean_squared_error: 1.0570e-04
Epoch 00109: loss improved from 0.00011 to 0.00011, saving model to ./model_LSTM/51\109-0.0001.hdf5
2187/2187 [==============================] - 11s 5ms/step - loss: 1.0565e-04 - mean_squared_error: 1.0565e-04 - val_loss: 1.1421e-04 - val_mean_squared_error: 1.1421e-04
Epoch 110/500
2185/2187 [============================>.] - ETA: 0s - loss: 1.0628e-04 - mean_squared_error: 1.0628e-04
Epoch 00110: loss did not improve from 0.00011
2187/2187 [==============================] - 12s 5ms/step - loss: 1.0622e-04 - mean_squared_error: 1.0622e-04 - val_loss: 1.1936e-04 - val_mean_squared_error: 1.1936e-04
Epoch 111/500
2182/2187 [============================>.] - ETA: 0s - loss: 1.0543e-04 - mean_squared_error: 1.0543e-04
Epoch 00111: loss improved from 0.00011 to 0.00011, saving model to ./model_LSTM/51\111-0.0001.hdf5
2187/2187 [==============================] - 12s 5ms/step - loss: 1.0532e-04 - mean_squared_error: 1.0532e-04 - val_loss: 1.2345e-04 - val_mean_squared_error: 1.2345e-04
Epoch 112/500
2184/2187 [============================>.] - ETA: 0s - loss: 1.0551e-04 - mean_squared_error: 1.0551e-04
Epoch 00112: loss did not improve from 0.00011
2187/2187 [==============================] - 12s 5ms/step - loss: 1.0550e-04 - mean_squared_error: 1.0550e-04 - val_loss: 1.1726e-04 - val_mean_squared_error: 1.1726e-04
Epoch 113/500
2179/2187 [============================>.] - ETA: 0s - loss: 1.0570e-04 - mean_squared_error: 1.0570e-04
Epoch 00113: loss did not improve from 0.00011
2187/2187 [==============================] - 12s 6ms/step - loss: 1.0560e-04 - mean_squared_error: 1.0560e-04 - val_loss: 1.2018e-04 - val_mean_squared_error: 1.2018e-04
Epoch 114/500
2183/2187 [============================>.] - ETA: 0s - loss: 1.0509e-04 - mean_squared_error: 1.0509e-04
Epoch 00114: loss improved from 0.00011 to 0.00010, saving model to ./model_LSTM/51\114-0.0001.hdf5
2187/2187 [==============================] - 13s 6ms/step - loss: 1.0498e-04 - mean_squared_error: 1.0498e-04 - val_loss: 1.1088e-04 - val_mean_squared_error: 1.1088e-04
Epoch 115/500
2181/2187 [============================>.] - ETA: 0s - loss: 1.0505e-04 - mean_squared_error: 1.0505e-04
Epoch 00115: loss improved from 0.00010 to 0.00010, saving model to ./model_LSTM/51\115-0.0001.hdf5
2187/2187 [==============================] - 15s 7ms/step - loss: 1.0494e-04 - mean_squared_error: 1.0494e-04 - val_loss: 1.2415e-04 - val_mean_squared_error: 1.2415e-04
Epoch 116/500
2183/2187 [============================>.] - ETA: 0s - loss: 1.0487e-04 - mean_squared_error: 1.0487e-04
Epoch 00116: loss did not improve from 0.00010
2187/2187 [==============================] - 14s 6ms/step - loss: 1.0503e-04 - mean_squared_error: 1.0503e-04 - val_loss: 1.3224e-04 - val_mean_squared_error: 1.3224e-04
Epoch 117/500
2181/2187 [============================>.] - ETA: 0s - loss: 1.0529e-04 - mean_squared_error: 1.0529e-04
Epoch 00117: loss did not improve from 0.00010
2187/2187 [==============================] - 12s 6ms/step - loss: 1.0525e-04 - mean_squared_error: 1.0525e-04 - val_loss: 1.2570e-04 - val_mean_squared_error: 1.2570e-04
Epoch 118/500
2176/2187 [============================>.] - ETA: 0s - loss: 1.0491e-04 - mean_squared_error: 1.0491e-04
Epoch 00118: loss did not improve from 0.00010
2187/2187 [==============================] - 11s 5ms/step - loss: 1.0503e-04 - mean_squared_error: 1.0503e-04 - val_loss: 1.2010e-04 - val_mean_squared_error: 1.2010e-04
Epoch 119/500
2184/2187 [============================>.] - ETA: 0s - loss: 1.0454e-04 - mean_squared_error: 1.0454e-04
Epoch 00119: loss improved from 0.00010 to 0.00010, saving model to ./model_LSTM/51\119-0.0001.hdf5
2187/2187 [==============================] - 11s 5ms/step - loss: 1.0455e-04 - mean_squared_error: 1.0455e-04 - val_loss: 1.2305e-04 - val_mean_squared_error: 1.2305e-04
Epoch 120/500
2182/2187 [============================>.] - ETA: 0s - loss: 1.0391e-04 - mean_squared_error: 1.0391e-04
Epoch 00120: loss improved from 0.00010 to 0.00010, saving model to ./model_LSTM/51\120-0.0001.hdf5
2187/2187 [==============================] - 15s 7ms/step - loss: 1.0381e-04 - mean_squared_error: 1.0381e-04 - val_loss: 1.3574e-04 - val_mean_squared_error: 1.3574e-04
Epoch 121/500
2185/2187 [============================>.] - ETA: 0s - loss: 1.0505e-04 - mean_squared_error: 1.0505e-04
Epoch 00121: loss did not improve from 0.00010
2187/2187 [==============================] - 14s 6ms/step - loss: 1.0499e-04 - mean_squared_error: 1.0499e-04 - val_loss: 1.1598e-04 - val_mean_squared_error: 1.1598e-04
Epoch 122/500
2186/2187 [============================>.] - ETA: 0s - loss: 1.0343e-04 - mean_squared_error: 1.0343e-04
Epoch 00122: loss improved from 0.00010 to 0.00010, saving model to ./model_LSTM/51\122-0.0001.hdf5
2187/2187 [==============================] - 13s 6ms/step - loss: 1.0344e-04 - mean_squared_error: 1.0344e-04 - val_loss: 1.2908e-04 - val_mean_squared_error: 1.2908e-04
Epoch 123/500
2184/2187 [============================>.] - ETA: 0s - loss: 1.0328e-04 - mean_squared_error: 1.0328e-04
Epoch 00123: loss improved from 0.00010 to 0.00010, saving model to ./model_LSTM/51\123-0.0001.hdf5
2187/2187 [==============================] - 14s 6ms/step - loss: 1.0328e-04 - mean_squared_error: 1.0328e-04 - val_loss: 1.1620e-04 - val_mean_squared_error: 1.1620e-04
Epoch 124/500
2187/2187 [==============================] - ETA: 0s - loss: 1.0379e-04 - mean_squared_error: 1.0379e-04
Epoch 00124: loss did not improve from 0.00010
2187/2187 [==============================] - 14s 7ms/step - loss: 1.0379e-04 - mean_squared_error: 1.0379e-04 - val_loss: 1.3119e-04 - val_mean_squared_error: 1.3119e-04
Epoch 125/500
2187/2187 [==============================] - ETA: 0s - loss: 1.0357e-04 - mean_squared_error: 1.0357e-04
Epoch 00125: loss did not improve from 0.00010
2187/2187 [==============================] - 15s 7ms/step - loss: 1.0357e-04 - mean_squared_error: 1.0357e-04 - val_loss: 1.2377e-04 - val_mean_squared_error: 1.2377e-04
Epoch 126/500
2187/2187 [==============================] - ETA: 0s - loss: 1.0365e-04 - mean_squared_error: 1.0365e-04
Epoch 00126: loss did not improve from 0.00010
2187/2187 [==============================] - 17s 8ms/step - loss: 1.0365e-04 - mean_squared_error: 1.0365e-04 - val_loss: 1.0908e-04 - val_mean_squared_error: 1.0908e-04
Epoch 127/500
2185/2187 [============================>.] - ETA: 0s - loss: 1.0408e-04 - mean_squared_error: 1.0408e-04
Epoch 00127: loss did not improve from 0.00010
2187/2187 [==============================] - 14s 6ms/step - loss: 1.0402e-04 - mean_squared_error: 1.0402e-04 - val_loss: 1.1202e-04 - val_mean_squared_error: 1.1202e-04
Epoch 128/500
2186/2187 [============================>.] - ETA: 0s - loss: 1.0369e-04 - mean_squared_error: 1.0369e-04
Epoch 00128: loss did not improve from 0.00010
2187/2187 [==============================] - 13s 6ms/step - loss: 1.0366e-04 - mean_squared_error: 1.0366e-04 - val_loss: 1.1992e-04 - val_mean_squared_error: 1.1992e-04
Epoch 00128: early stopping
Epoch 1/500
2197/2200 [============================>.] - ETA: 0s - loss: 0.0010 - mean_squared_error: 0.0010
Epoch 00001: loss improved from inf to 0.00101, saving model to ./model_LSTM/52\01-0.0006.hdf5
2200/2200 [==============================] - 12s 6ms/step - loss: 0.0010 - mean_squared_error: 0.0010 - val_loss: 6.0993e-04 - val_mean_squared_error: 6.0993e-04
Epoch 2/500
2196/2200 [============================>.] - ETA: 0s - loss: 6.4141e-04 - mean_squared_error: 6.4141e-04
Epoch 00002: loss improved from 0.00101 to 0.00064, saving model to ./model_LSTM/52\02-0.0006.hdf5
2200/2200 [==============================] - 12s 6ms/step - loss: 6.4122e-04 - mean_squared_error: 6.4122e-04 - val_loss: 6.2425e-04 - val_mean_squared_error: 6.2425e-04
Epoch 3/500
2192/2200 [============================>.] - ETA: 0s - loss: 5.8405e-04 - mean_squared_error: 5.8405e-04
Epoch 00003: loss improved from 0.00064 to 0.00058, saving model to ./model_LSTM/52\03-0.0007.hdf5
2200/2200 [==============================] - 12s 6ms/step - loss: 5.8411e-04 - mean_squared_error: 5.8411e-04 - val_loss: 6.6000e-04 - val_mean_squared_error: 6.6000e-04
Epoch 4/500
2192/2200 [============================>.] - ETA: 0s - loss: 5.6160e-04 - mean_squared_error: 5.6160e-04
Epoch 00004: loss improved from 0.00058 to 0.00056, saving model to ./model_LSTM/52\04-0.0006.hdf5
2200/2200 [==============================] - 13s 6ms/step - loss: 5.6076e-04 - mean_squared_error: 5.6076e-04 - val_loss: 5.9693e-04 - val_mean_squared_error: 5.9693e-04
Epoch 5/500
2194/2200 [============================>.] - ETA: 0s - loss: 5.4182e-04 - mean_squared_error: 5.4182e-04
Epoch 00005: loss improved from 0.00056 to 0.00054, saving model to ./model_LSTM/52\05-0.0006.hdf5
2200/2200 [==============================] - 13s 6ms/step - loss: 5.4337e-04 - mean_squared_error: 5.4337e-04 - val_loss: 5.9876e-04 - val_mean_squared_error: 5.9876e-04
Epoch 6/500
2196/2200 [============================>.] - ETA: 0s - loss: 5.3236e-04 - mean_squared_error: 5.3236e-04
Epoch 00006: loss improved from 0.00054 to 0.00053, saving model to ./model_LSTM/52\06-0.0006.hdf5
2200/2200 [==============================] - 14s 6ms/step - loss: 5.3262e-04 - mean_squared_error: 5.3262e-04 - val_loss: 6.3626e-04 - val_mean_squared_error: 6.3626e-04
Epoch 7/500
2200/2200 [==============================] - ETA: 0s - loss: 5.2239e-04 - mean_squared_error: 5.2239e-04
Epoch 00007: loss improved from 0.00053 to 0.00052, saving model to ./model_LSTM/52\07-0.0006.hdf5
2200/2200 [==============================] - 15s 7ms/step - loss: 5.2239e-04 - mean_squared_error: 5.2239e-04 - val_loss: 6.0055e-04 - val_mean_squared_error: 6.0055e-04
Epoch 8/500
2198/2200 [============================>.] - ETA: 0s - loss: 5.1648e-04 - mean_squared_error: 5.1648e-04
Epoch 00008: loss improved from 0.00052 to 0.00052, saving model to ./model_LSTM/52\08-0.0006.hdf5
2200/2200 [==============================] - 17s 8ms/step - loss: 5.1646e-04 - mean_squared_error: 5.1646e-04 - val_loss: 5.6492e-04 - val_mean_squared_error: 5.6492e-04
Epoch 9/500
2196/2200 [============================>.] - ETA: 0s - loss: 5.0606e-04 - mean_squared_error: 5.0606e-04
Epoch 00009: loss improved from 0.00052 to 0.00051, saving model to ./model_LSTM/52\09-0.0006.hdf5
2200/2200 [==============================] - 18s 8ms/step - loss: 5.0603e-04 - mean_squared_error: 5.0603e-04 - val_loss: 6.0292e-04 - val_mean_squared_error: 6.0292e-04
Epoch 10/500
2196/2200 [============================>.] - ETA: 0s - loss: 5.0566e-04 - mean_squared_error: 5.0566e-04
Epoch 00010: loss improved from 0.00051 to 0.00051, saving model to ./model_LSTM/52\10-0.0006.hdf5
2200/2200 [==============================] - 14s 6ms/step - loss: 5.0542e-04 - mean_squared_error: 5.0542e-04 - val_loss: 5.9572e-04 - val_mean_squared_error: 5.9572e-04
Epoch 11/500
2193/2200 [============================>.] - ETA: 0s - loss: 5.0167e-04 - mean_squared_error: 5.0167e-04
Epoch 00011: loss improved from 0.00051 to 0.00050, saving model to ./model_LSTM/52\11-0.0007.hdf5
2200/2200 [==============================] - 14s 7ms/step - loss: 5.0062e-04 - mean_squared_error: 5.0062e-04 - val_loss: 6.5723e-04 - val_mean_squared_error: 6.5723e-04
Epoch 12/500
2190/2200 [============================>.] - ETA: 0s - loss: 4.9255e-04 - mean_squared_error: 4.9255e-04
Epoch 00012: loss improved from 0.00050 to 0.00050, saving model to ./model_LSTM/52\12-0.0006.hdf5
2200/2200 [==============================] - 12s 5ms/step - loss: 4.9565e-04 - mean_squared_error: 4.9565e-04 - val_loss: 6.3236e-04 - val_mean_squared_error: 6.3236e-04
Epoch 13/500
2192/2200 [============================>.] - ETA: 0s - loss: 4.8999e-04 - mean_squared_error: 4.8999e-04
Epoch 00013: loss improved from 0.00050 to 0.00049, saving model to ./model_LSTM/52\13-0.0006.hdf5
2200/2200 [==============================] - 13s 6ms/step - loss: 4.9019e-04 - mean_squared_error: 4.9019e-04 - val_loss: 6.3190e-04 - val_mean_squared_error: 6.3190e-04
Epoch 14/500
2200/2200 [==============================] - ETA: 0s - loss: 4.8687e-04 - mean_squared_error: 4.8687e-04
Epoch 00014: loss improved from 0.00049 to 0.00049, saving model to ./model_LSTM/52\14-0.0006.hdf5
2200/2200 [==============================] - 13s 6ms/step - loss: 4.8687e-04 - mean_squared_error: 4.8687e-04 - val_loss: 6.0093e-04 - val_mean_squared_error: 6.0093e-04
Epoch 15/500
2193/2200 [============================>.] - ETA: 0s - loss: 4.8659e-04 - mean_squared_error: 4.8659e-04
Epoch 00015: loss improved from 0.00049 to 0.00049, saving model to ./model_LSTM/52\15-0.0006.hdf5
2200/2200 [==============================] - 13s 6ms/step - loss: 4.8616e-04 - mean_squared_error: 4.8616e-04 - val_loss: 6.2714e-04 - val_mean_squared_error: 6.2714e-04
Epoch 16/500
2195/2200 [============================>.] - ETA: 0s - loss: 4.8414e-04 - mean_squared_error: 4.8414e-04
Epoch 00016: loss improved from 0.00049 to 0.00048, saving model to ./model_LSTM/52\16-0.0006.hdf5
2200/2200 [==============================] - 15s 7ms/step - loss: 4.8361e-04 - mean_squared_error: 4.8361e-04 - val_loss: 5.8661e-04 - val_mean_squared_error: 5.8661e-04
Epoch 17/500
2199/2200 [============================>.] - ETA: 0s - loss: 4.8072e-04 - mean_squared_error: 4.8072e-04
Epoch 00017: loss improved from 0.00048 to 0.00048, saving model to ./model_LSTM/52\17-0.0006.hdf5
2200/2200 [==============================] - 15s 7ms/step - loss: 4.8068e-04 - mean_squared_error: 4.8068e-04 - val_loss: 5.6125e-04 - val_mean_squared_error: 5.6125e-04
Epoch 18/500
2192/2200 [============================>.] - ETA: 0s - loss: 4.7312e-04 - mean_squared_error: 4.7312e-04
Epoch 00018: loss improved from 0.00048 to 0.00047, saving model to ./model_LSTM/52\18-0.0006.hdf5
2200/2200 [==============================] - 16s 7ms/step - loss: 4.7430e-04 - mean_squared_error: 4.7430e-04 - val_loss: 6.3809e-04 - val_mean_squared_error: 6.3809e-04
Epoch 19/500
2196/2200 [============================>.] - ETA: 0s - loss: 4.7872e-04 - mean_squared_error: 4.7872e-04
Epoch 00019: loss did not improve from 0.00047
2200/2200 [==============================] - 17s 8ms/step - loss: 4.7839e-04 - mean_squared_error: 4.7839e-04 - val_loss: 6.0497e-04 - val_mean_squared_error: 6.0497e-04
Epoch 20/500
2199/2200 [============================>.] - ETA: 0s - loss: 4.7457e-04 - mean_squared_error: 4.7457e-04
Epoch 00020: loss did not improve from 0.00047
2200/2200 [==============================] - 14s 6ms/step - loss: 4.7448e-04 - mean_squared_error: 4.7448e-04 - val_loss: 5.9982e-04 - val_mean_squared_error: 5.9982e-04
Epoch 21/500
2199/2200 [============================>.] - ETA: 0s - loss: 4.7290e-04 - mean_squared_error: 4.7290e-04
Epoch 00021: loss improved from 0.00047 to 0.00047, saving model to ./model_LSTM/52\21-0.0006.hdf5
2200/2200 [==============================] - 13s 6ms/step - loss: 4.7291e-04 - mean_squared_error: 4.7291e-04 - val_loss: 5.8497e-04 - val_mean_squared_error: 5.8497e-04
Epoch 22/500
2197/2200 [============================>.] - ETA: 0s - loss: 4.6876e-04 - mean_squared_error: 4.6876e-04
Epoch 00022: loss improved from 0.00047 to 0.00047, saving model to ./model_LSTM/52\22-0.0006.hdf5
2200/2200 [==============================] - 12s 6ms/step - loss: 4.6950e-04 - mean_squared_error: 4.6950e-04 - val_loss: 5.8198e-04 - val_mean_squared_error: 5.8198e-04
Epoch 23/500
2194/2200 [============================>.] - ETA: 0s - loss: 4.7046e-04 - mean_squared_error: 4.7046e-04
Epoch 00023: loss did not improve from 0.00047
2200/2200 [==============================] - 12s 6ms/step - loss: 4.7065e-04 - mean_squared_error: 4.7065e-04 - val_loss: 6.0340e-04 - val_mean_squared_error: 6.0340e-04
Epoch 24/500
2191/2200 [============================>.] - ETA: 0s - loss: 4.6264e-04 - mean_squared_error: 4.6264e-04
Epoch 00024: loss improved from 0.00047 to 0.00046, saving model to ./model_LSTM/52\24-0.0006.hdf5
2200/2200 [==============================] - 13s 6ms/step - loss: 4.6404e-04 - mean_squared_error: 4.6404e-04 - val_loss: 5.7638e-04 - val_mean_squared_error: 5.7638e-04
Epoch 25/500
2196/2200 [============================>.] - ETA: 0s - loss: 4.6270e-04 - mean_squared_error: 4.6270e-04
Epoch 00025: loss improved from 0.00046 to 0.00046, saving model to ./model_LSTM/52\25-0.0006.hdf5
2200/2200 [==============================] - 13s 6ms/step - loss: 4.6291e-04 - mean_squared_error: 4.6291e-04 - val_loss: 5.9993e-04 - val_mean_squared_error: 5.9993e-04
Epoch 26/500
2198/2200 [============================>.] - ETA: 0s - loss: 4.5844e-04 - mean_squared_error: 4.5844e-04
Epoch 00026: loss improved from 0.00046 to 0.00046, saving model to ./model_LSTM/52\26-0.0006.hdf5
2200/2200 [==============================] - 14s 6ms/step - loss: 4.5878e-04 - mean_squared_error: 4.5878e-04 - val_loss: 6.2778e-04 - val_mean_squared_error: 6.2778e-04
Epoch 27/500
2191/2200 [============================>.] - ETA: 0s - loss: 4.5821e-04 - mean_squared_error: 4.5821e-04
Epoch 00027: loss improved from 0.00046 to 0.00046, saving model to ./model_LSTM/52\27-0.0006.hdf5
2200/2200 [==============================] - 16s 7ms/step - loss: 4.5841e-04 - mean_squared_error: 4.5841e-04 - val_loss: 5.7812e-04 - val_mean_squared_error: 5.7812e-04
Epoch 28/500
2197/2200 [============================>.] - ETA: 0s - loss: 4.5906e-04 - mean_squared_error: 4.5906e-04
Epoch 00028: loss did not improve from 0.00046
2200/2200 [==============================] - 19s 9ms/step - loss: 4.5900e-04 - mean_squared_error: 4.5900e-04 - val_loss: 5.8057e-04 - val_mean_squared_error: 5.8057e-04
Epoch 29/500
2200/2200 [==============================] - ETA: 0s - loss: 4.5491e-04 - mean_squared_error: 4.5491e-04
Epoch 00029: loss improved from 0.00046 to 0.00045, saving model to ./model_LSTM/52\29-0.0006.hdf5
2200/2200 [==============================] - 19s 9ms/step - loss: 4.5491e-04 - mean_squared_error: 4.5491e-04 - val_loss: 6.0549e-04 - val_mean_squared_error: 6.0549e-04
Epoch 30/500
2194/2200 [============================>.] - ETA: 0s - loss: 4.5158e-04 - mean_squared_error: 4.5158e-04
Epoch 00030: loss improved from 0.00045 to 0.00045, saving model to ./model_LSTM/52\30-0.0006.hdf5
2200/2200 [==============================] - 14s 6ms/step - loss: 4.5099e-04 - mean_squared_error: 4.5099e-04 - val_loss: 6.1423e-04 - val_mean_squared_error: 6.1423e-04
Epoch 31/500
2194/2200 [============================>.] - ETA: 0s - loss: 4.5304e-04 - mean_squared_error: 4.5304e-04
Epoch 00031: loss did not improve from 0.00045
2200/2200 [==============================] - 16s 7ms/step - loss: 4.5253e-04 - mean_squared_error: 4.5253e-04 - val_loss: 5.6780e-04 - val_mean_squared_error: 5.6780e-04
Epoch 32/500
2196/2200 [============================>.] - ETA: 0s - loss: 4.5160e-04 - mean_squared_error: 4.5160e-04
Epoch 00032: loss did not improve from 0.00045
2200/2200 [==============================] - 17s 8ms/step - loss: 4.5146e-04 - mean_squared_error: 4.5146e-04 - val_loss: 5.7504e-04 - val_mean_squared_error: 5.7504e-04
Epoch 33/500
2199/2200 [============================>.] - ETA: 0s - loss: 4.4844e-04 - mean_squared_error: 4.4844e-04
Epoch 00033: loss improved from 0.00045 to 0.00045, saving model to ./model_LSTM/52\33-0.0007.hdf5
2200/2200 [==============================] - 18s 8ms/step - loss: 4.4837e-04 - mean_squared_error: 4.4837e-04 - val_loss: 7.2872e-04 - val_mean_squared_error: 7.2872e-04
Epoch 34/500
2194/2200 [============================>.] - ETA: 0s - loss: 4.4935e-04 - mean_squared_error: 4.4935e-04
Epoch 00034: loss did not improve from 0.00045
2200/2200 [==============================] - 16s 7ms/step - loss: 4.4913e-04 - mean_squared_error: 4.4913e-04 - val_loss: 5.6578e-04 - val_mean_squared_error: 5.6578e-04
Epoch 35/500
2193/2200 [============================>.] - ETA: 0s - loss: 4.4688e-04 - mean_squared_error: 4.4688e-04
Epoch 00035: loss improved from 0.00045 to 0.00045, saving model to ./model_LSTM/52\35-0.0007.hdf5
2200/2200 [==============================] - 15s 7ms/step - loss: 4.4708e-04 - mean_squared_error: 4.4708e-04 - val_loss: 6.5695e-04 - val_mean_squared_error: 6.5695e-04
Epoch 36/500
2196/2200 [============================>.] - ETA: 0s - loss: 4.4908e-04 - mean_squared_error: 4.4908e-04
Epoch 00036: loss did not improve from 0.00045
2200/2200 [==============================] - 21s 10ms/step - loss: 4.4880e-04 - mean_squared_error: 4.4880e-04 - val_loss: 5.7632e-04 - val_mean_squared_error: 5.7632e-04
Epoch 37/500
2200/2200 [==============================] - ETA: 0s - loss: 4.4672e-04 - mean_squared_error: 4.4672e-04
Epoch 00037: loss improved from 0.00045 to 0.00045, saving model to ./model_LSTM/52\37-0.0005.hdf5
2200/2200 [==============================] - 17s 8ms/step - loss: 4.4672e-04 - mean_squared_error: 4.4672e-04 - val_loss: 5.4200e-04 - val_mean_squared_error: 5.4200e-04
Epoch 38/500
2200/2200 [==============================] - ETA: 0s - loss: 4.4620e-04 - mean_squared_error: 4.4620e-04
Epoch 00038: loss improved from 0.00045 to 0.00045, saving model to ./model_LSTM/52\38-0.0006.hdf5
2200/2200 [==============================] - 15s 7ms/step - loss: 4.4620e-04 - mean_squared_error: 4.4620e-04 - val_loss: 5.5788e-04 - val_mean_squared_error: 5.5788e-04
Epoch 39/500
2194/2200 [============================>.] - ETA: 0s - loss: 4.4657e-04 - mean_squared_error: 4.4657e-04
Epoch 00039: loss did not improve from 0.00045
2200/2200 [==============================] - 14s 6ms/step - loss: 4.4699e-04 - mean_squared_error: 4.4699e-04 - val_loss: 5.8322e-04 - val_mean_squared_error: 5.8322e-04
Epoch 40/500
2192/2200 [============================>.] - ETA: 0s - loss: 4.4539e-04 - mean_squared_error: 4.4539e-04
Epoch 00040: loss improved from 0.00045 to 0.00045, saving model to ./model_LSTM/52\40-0.0006.hdf5
2200/2200 [==============================] - 12s 6ms/step - loss: 4.4544e-04 - mean_squared_error: 4.4544e-04 - val_loss: 5.7878e-04 - val_mean_squared_error: 5.7878e-04
Epoch 41/500
2197/2200 [============================>.] - ETA: 0s - loss: 4.4401e-04 - mean_squared_error: 4.4401e-04
Epoch 00041: loss improved from 0.00045 to 0.00044, saving model to ./model_LSTM/52\41-0.0006.hdf5
2200/2200 [==============================] - 12s 6ms/step - loss: 4.4392e-04 - mean_squared_error: 4.4392e-04 - val_loss: 5.5285e-04 - val_mean_squared_error: 5.5285e-04
Epoch 42/500
2198/2200 [============================>.] - ETA: 0s - loss: 4.4169e-04 - mean_squared_error: 4.4169e-04
Epoch 00042: loss improved from 0.00044 to 0.00044, saving model to ./model_LSTM/52\42-0.0006.hdf5
2200/2200 [==============================] - 14s 6ms/step - loss: 4.4337e-04 - mean_squared_error: 4.4337e-04 - val_loss: 5.5584e-04 - val_mean_squared_error: 5.5584e-04
Epoch 43/500
2197/2200 [============================>.] - ETA: 0s - loss: 4.4097e-04 - mean_squared_error: 4.4097e-04
Epoch 00043: loss improved from 0.00044 to 0.00044, saving model to ./model_LSTM/52\43-0.0006.hdf5
2200/2200 [==============================] - 13s 6ms/step - loss: 4.4095e-04 - mean_squared_error: 4.4095e-04 - val_loss: 5.5874e-04 - val_mean_squared_error: 5.5874e-04
Epoch 44/500
2199/2200 [============================>.] - ETA: 0s - loss: 4.4102e-04 - mean_squared_error: 4.4102e-04
Epoch 00044: loss did not improve from 0.00044
2200/2200 [==============================] - 17s 8ms/step - loss: 4.4097e-04 - mean_squared_error: 4.4097e-04 - val_loss: 5.5796e-04 - val_mean_squared_error: 5.5796e-04
Epoch 45/500
2194/2200 [============================>.] - ETA: 0s - loss: 4.3719e-04 - mean_squared_error: 4.3719e-04
Epoch 00045: loss improved from 0.00044 to 0.00044, saving model to ./model_LSTM/52\45-0.0005.hdf5
2200/2200 [==============================] - 15s 7ms/step - loss: 4.3738e-04 - mean_squared_error: 4.3738e-04 - val_loss: 5.4655e-04 - val_mean_squared_error: 5.4655e-04
Epoch 46/500
2199/2200 [============================>.] - ETA: 0s - loss: 4.3841e-04 - mean_squared_error: 4.3841e-04
Epoch 00046: loss did not improve from 0.00044
2200/2200 [==============================] - 15s 7ms/step - loss: 4.3834e-04 - mean_squared_error: 4.3834e-04 - val_loss: 5.6920e-04 - val_mean_squared_error: 5.6920e-04
Epoch 47/500
2198/2200 [============================>.] - ETA: 0s - loss: 4.4290e-04 - mean_squared_error: 4.4290e-04
Epoch 00047: loss did not improve from 0.00044
2200/2200 [==============================] - 23s 10ms/step - loss: 4.4270e-04 - mean_squared_error: 4.4270e-04 - val_loss: 6.0183e-04 - val_mean_squared_error: 6.0183e-04
Epoch 48/500
2198/2200 [============================>.] - ETA: 0s - loss: 4.3770e-04 - mean_squared_error: 4.3770e-04
Epoch 00048: loss did not improve from 0.00044
2200/2200 [==============================] - 23s 10ms/step - loss: 4.3791e-04 - mean_squared_error: 4.3791e-04 - val_loss: 5.6578e-04 - val_mean_squared_error: 5.6578e-04
Epoch 49/500
2193/2200 [============================>.] - ETA: 0s - loss: 4.3688e-04 - mean_squared_error: 4.3688e-04
Epoch 00049: loss improved from 0.00044 to 0.00044, saving model to ./model_LSTM/52\49-0.0006.hdf5
2200/2200 [==============================] - 13s 6ms/step - loss: 4.3658e-04 - mean_squared_error: 4.3658e-04 - val_loss: 5.5283e-04 - val_mean_squared_error: 5.5283e-04
Epoch 50/500
2196/2200 [============================>.] - ETA: 0s - loss: 4.3598e-04 - mean_squared_error: 4.3598e-04
Epoch 00050: loss improved from 0.00044 to 0.00044, saving model to ./model_LSTM/52\50-0.0006.hdf5
2200/2200 [==============================] - 15s 7ms/step - loss: 4.3591e-04 - mean_squared_error: 4.3591e-04 - val_loss: 6.0364e-04 - val_mean_squared_error: 6.0364e-04
Epoch 51/500
2194/2200 [============================>.] - ETA: 0s - loss: 4.3488e-04 - mean_squared_error: 4.3488e-04
Epoch 00051: loss improved from 0.00044 to 0.00044, saving model to ./model_LSTM/52\51-0.0005.hdf5
2200/2200 [==============================] - 14s 6ms/step - loss: 4.3521e-04 - mean_squared_error: 4.3521e-04 - val_loss: 5.3927e-04 - val_mean_squared_error: 5.3927e-04
Epoch 52/500
2196/2200 [============================>.] - ETA: 0s - loss: 4.3498e-04 - mean_squared_error: 4.3498e-04
Epoch 00052: loss improved from 0.00044 to 0.00043, saving model to ./model_LSTM/52\52-0.0005.hdf5
2200/2200 [==============================] - 14s 7ms/step - loss: 4.3483e-04 - mean_squared_error: 4.3483e-04 - val_loss: 5.4885e-04 - val_mean_squared_error: 5.4885e-04
Epoch 53/500
2200/2200 [==============================] - ETA: 0s - loss: 4.3202e-04 - mean_squared_error: 4.3202e-04
Epoch 00053: loss improved from 0.00043 to 0.00043, saving model to ./model_LSTM/52\53-0.0005.hdf5
2200/2200 [==============================] - 15s 7ms/step - loss: 4.3202e-04 - mean_squared_error: 4.3202e-04 - val_loss: 5.3721e-04 - val_mean_squared_error: 5.3721e-04
Epoch 54/500
2194/2200 [============================>.] - ETA: 0s - loss: 4.3225e-04 - mean_squared_error: 4.3225e-04
Epoch 00054: loss did not improve from 0.00043
2200/2200 [==============================] - 16s 7ms/step - loss: 4.3247e-04 - mean_squared_error: 4.3247e-04 - val_loss: 4.8417e-04 - val_mean_squared_error: 4.8417e-04
Epoch 55/500
2194/2200 [============================>.] - ETA: 0s - loss: 4.3289e-04 - mean_squared_error: 4.3289e-04
Epoch 00055: loss did not improve from 0.00043
2200/2200 [==============================] - 17s 8ms/step - loss: 4.3255e-04 - mean_squared_error: 4.3255e-04 - val_loss: 5.6201e-04 - val_mean_squared_error: 5.6201e-04
Epoch 56/500
2195/2200 [============================>.] - ETA: 0s - loss: 4.3057e-04 - mean_squared_error: 4.3057e-04
Epoch 00056: loss improved from 0.00043 to 0.00043, saving model to ./model_LSTM/52\56-0.0006.hdf5
2200/2200 [==============================] - 23s 10ms/step - loss: 4.3046e-04 - mean_squared_error: 4.3046e-04 - val_loss: 5.5787e-04 - val_mean_squared_error: 5.5787e-04
Epoch 57/500
2196/2200 [============================>.] - ETA: 0s - loss: 4.2951e-04 - mean_squared_error: 4.2951e-04
Epoch 00057: loss improved from 0.00043 to 0.00043, saving model to ./model_LSTM/52\57-0.0005.hdf5
2200/2200 [==============================] - 16s 7ms/step - loss: 4.2934e-04 - mean_squared_error: 4.2934e-04 - val_loss: 5.2137e-04 - val_mean_squared_error: 5.2137e-04
Epoch 58/500
2196/2200 [============================>.] - ETA: 0s - loss: 4.3031e-04 - mean_squared_error: 4.3031e-04
Epoch 00058: loss did not improve from 0.00043
2200/2200 [==============================] - 12s 6ms/step - loss: 4.3028e-04 - mean_squared_error: 4.3028e-04 - val_loss: 5.3797e-04 - val_mean_squared_error: 5.3797e-04
Epoch 59/500
2195/2200 [============================>.] - ETA: 0s - loss: 4.2804e-04 - mean_squared_error: 4.2804e-04
Epoch 00059: loss improved from 0.00043 to 0.00043, saving model to ./model_LSTM/52\59-0.0006.hdf5
2200/2200 [==============================] - 12s 5ms/step - loss: 4.2797e-04 - mean_squared_error: 4.2797e-04 - val_loss: 6.0366e-04 - val_mean_squared_error: 6.0366e-04
Epoch 60/500
2191/2200 [============================>.] - ETA: 0s - loss: 4.2952e-04 - mean_squared_error: 4.2952e-04
Epoch 00060: loss did not improve from 0.00043
2200/2200 [==============================] - 11s 5ms/step - loss: 4.2881e-04 - mean_squared_error: 4.2881e-04 - val_loss: 5.4759e-04 - val_mean_squared_error: 5.4759e-04
Epoch 61/500
2194/2200 [============================>.] - ETA: 0s - loss: 4.2693e-04 - mean_squared_error: 4.2693e-04
Epoch 00061: loss improved from 0.00043 to 0.00043, saving model to ./model_LSTM/52\61-0.0005.hdf5
2200/2200 [==============================] - 12s 5ms/step - loss: 4.2687e-04 - mean_squared_error: 4.2687e-04 - val_loss: 5.3433e-04 - val_mean_squared_error: 5.3433e-04
Epoch 62/500
2199/2200 [============================>.] - ETA: 0s - loss: 4.2773e-04 - mean_squared_error: 4.2773e-04
Epoch 00062: loss did not improve from 0.00043
2200/2200 [==============================] - 12s 5ms/step - loss: 4.2779e-04 - mean_squared_error: 4.2779e-04 - val_loss: 5.1632e-04 - val_mean_squared_error: 5.1632e-04
Epoch 63/500
2199/2200 [============================>.] - ETA: 0s - loss: 4.2736e-04 - mean_squared_error: 4.2736e-04
Epoch 00063: loss did not improve from 0.00043
2200/2200 [==============================] - 12s 5ms/step - loss: 4.2729e-04 - mean_squared_error: 4.2729e-04 - val_loss: 5.5874e-04 - val_mean_squared_error: 5.5874e-04
Epoch 64/500
2197/2200 [============================>.] - ETA: 0s - loss: 4.2885e-04 - mean_squared_error: 4.2885e-04
Epoch 00064: loss did not improve from 0.00043
2200/2200 [==============================] - 13s 6ms/step - loss: 4.2861e-04 - mean_squared_error: 4.2861e-04 - val_loss: 5.0795e-04 - val_mean_squared_error: 5.0795e-04
Epoch 65/500
2194/2200 [============================>.] - ETA: 0s - loss: 4.2770e-04 - mean_squared_error: 4.2770e-04
Epoch 00065: loss did not improve from 0.00043
2200/2200 [==============================] - 18s 8ms/step - loss: 4.2746e-04 - mean_squared_error: 4.2746e-04 - val_loss: 5.5182e-04 - val_mean_squared_error: 5.5182e-04
Epoch 66/500
2199/2200 [============================>.] - ETA: 0s - loss: 4.2487e-04 - mean_squared_error: 4.2487e-04
Epoch 00066: loss improved from 0.00043 to 0.00042, saving model to ./model_LSTM/52\66-0.0005.hdf5
2200/2200 [==============================] - 17s 8ms/step - loss: 4.2477e-04 - mean_squared_error: 4.2477e-04 - val_loss: 5.0631e-04 - val_mean_squared_error: 5.0631e-04
Epoch 67/500
2194/2200 [============================>.] - ETA: 0s - loss: 4.2702e-04 - mean_squared_error: 4.2702e-04
Epoch 00067: loss did not improve from 0.00042
2200/2200 [==============================] - 16s 7ms/step - loss: 4.2668e-04 - mean_squared_error: 4.2668e-04 - val_loss: 5.3277e-04 - val_mean_squared_error: 5.3277e-04
Epoch 68/500
2200/2200 [==============================] - ETA: 0s - loss: 4.2282e-04 - mean_squared_error: 4.2282e-04
Epoch 00068: loss improved from 0.00042 to 0.00042, saving model to ./model_LSTM/52\68-0.0005.hdf5
2200/2200 [==============================] - 14s 6ms/step - loss: 4.2282e-04 - mean_squared_error: 4.2282e-04 - val_loss: 5.4116e-04 - val_mean_squared_error: 5.4116e-04
Epoch 69/500
2195/2200 [============================>.] - ETA: 0s - loss: 4.2452e-04 - mean_squared_error: 4.2452e-04
Epoch 00069: loss did not improve from 0.00042
2200/2200 [==============================] - 14s 6ms/step - loss: 4.2483e-04 - mean_squared_error: 4.2483e-04 - val_loss: 5.6707e-04 - val_mean_squared_error: 5.6707e-04
Epoch 70/500
2200/2200 [==============================] - ETA: 0s - loss: 4.2292e-04 - mean_squared_error: 4.2292e-04
Epoch 00070: loss did not improve from 0.00042
2200/2200 [==============================] - 12s 5ms/step - loss: 4.2292e-04 - mean_squared_error: 4.2292e-04 - val_loss: 6.5314e-04 - val_mean_squared_error: 6.5314e-04
Epoch 71/500
2194/2200 [============================>.] - ETA: 0s - loss: 4.2277e-04 - mean_squared_error: 4.2277e-04
Epoch 00071: loss did not improve from 0.00042
2200/2200 [==============================] - 12s 5ms/step - loss: 4.2288e-04 - mean_squared_error: 4.2288e-04 - val_loss: 5.4050e-04 - val_mean_squared_error: 5.4050e-04
Epoch 72/500
2193/2200 [============================>.] - ETA: 0s - loss: 4.2523e-04 - mean_squared_error: 4.2523e-04
Epoch 00072: loss did not improve from 0.00042
2200/2200 [==============================] - 12s 5ms/step - loss: 4.2517e-04 - mean_squared_error: 4.2517e-04 - val_loss: 6.0346e-04 - val_mean_squared_error: 6.0346e-04
Epoch 73/500
2199/2200 [============================>.] - ETA: 0s - loss: 4.1982e-04 - mean_squared_error: 4.1982e-04
Epoch 00073: loss improved from 0.00042 to 0.00042, saving model to ./model_LSTM/52\73-0.0005.hdf5
2200/2200 [==============================] - 12s 6ms/step - loss: 4.1976e-04 - mean_squared_error: 4.1976e-04 - val_loss: 5.3425e-04 - val_mean_squared_error: 5.3425e-04
Epoch 74/500
2198/2200 [============================>.] - ETA: 0s - loss: 4.2110e-04 - mean_squared_error: 4.2110e-04
Epoch 00074: loss did not improve from 0.00042
2200/2200 [==============================] - 13s 6ms/step - loss: 4.2147e-04 - mean_squared_error: 4.2147e-04 - val_loss: 5.9098e-04 - val_mean_squared_error: 5.9098e-04
Epoch 75/500
2192/2200 [============================>.] - ETA: 0s - loss: 4.2144e-04 - mean_squared_error: 4.2144e-04
Epoch 00075: loss did not improve from 0.00042
2200/2200 [==============================] - 13s 6ms/step - loss: 4.2122e-04 - mean_squared_error: 4.2122e-04 - val_loss: 5.0182e-04 - val_mean_squared_error: 5.0182e-04
Epoch 76/500
2200/2200 [==============================] - ETA: 0s - loss: 4.2087e-04 - mean_squared_error: 4.2087e-04
Epoch 00076: loss did not improve from 0.00042
2200/2200 [==============================] - 14s 6ms/step - loss: 4.2087e-04 - mean_squared_error: 4.2087e-04 - val_loss: 5.4380e-04 - val_mean_squared_error: 5.4380e-04
Epoch 77/500
2197/2200 [============================>.] - ETA: 0s - loss: 4.2108e-04 - mean_squared_error: 4.2108e-04
Epoch 00077: loss did not improve from 0.00042
2200/2200 [==============================] - 16s 7ms/step - loss: 4.2080e-04 - mean_squared_error: 4.2080e-04 - val_loss: 5.1453e-04 - val_mean_squared_error: 5.1453e-04
Epoch 78/500
2200/2200 [==============================] - ETA: 0s - loss: 4.2024e-04 - mean_squared_error: 4.2024e-04
Epoch 00078: loss did not improve from 0.00042
2200/2200 [==============================] - 15s 7ms/step - loss: 4.2024e-04 - mean_squared_error: 4.2024e-04 - val_loss: 5.1836e-04 - val_mean_squared_error: 5.1836e-04
Epoch 00078: early stopping
Epoch 1/500
797/798 [============================>.] - ETA: 0s - loss: 1.4456e-04 - mean_squared_error: 1.4456e-04
Epoch 00001: loss improved from inf to 0.00014, saving model to ./model_LSTM/53\01-0.0000.hdf5
798/798 [==============================] - 5s 6ms/step - loss: 1.4447e-04 - mean_squared_error: 1.4447e-04 - val_loss: 1.7006e-05 - val_mean_squared_error: 1.7006e-05
Epoch 2/500
792/798 [============================>.] - ETA: 0s - loss: 6.5036e-05 - mean_squared_error: 6.5036e-05
Epoch 00002: loss improved from 0.00014 to 0.00006, saving model to ./model_LSTM/53\02-0.0000.hdf5
798/798 [==============================] - 5s 6ms/step - loss: 6.4707e-05 - mean_squared_error: 6.4707e-05 - val_loss: 1.3934e-05 - val_mean_squared_error: 1.3934e-05
Epoch 3/500
796/798 [============================>.] - ETA: 0s - loss: 6.0476e-05 - mean_squared_error: 6.0476e-05
Epoch 00003: loss improved from 0.00006 to 0.00006, saving model to ./model_LSTM/53\03-0.0000.hdf5
798/798 [==============================] - 4s 6ms/step - loss: 6.0370e-05 - mean_squared_error: 6.0370e-05 - val_loss: 1.3228e-05 - val_mean_squared_error: 1.3228e-05
Epoch 4/500
793/798 [============================>.] - ETA: 0s - loss: 5.9674e-05 - mean_squared_error: 5.9674e-05
Epoch 00004: loss improved from 0.00006 to 0.00006, saving model to ./model_LSTM/53\04-0.0000.hdf5
798/798 [==============================] - 4s 6ms/step - loss: 5.9372e-05 - mean_squared_error: 5.9372e-05 - val_loss: 1.2830e-05 - val_mean_squared_error: 1.2830e-05
Epoch 5/500
798/798 [==============================] - ETA: 0s - loss: 5.8117e-05 - mean_squared_error: 5.8117e-05
Epoch 00005: loss improved from 0.00006 to 0.00006, saving model to ./model_LSTM/53\05-0.0000.hdf5
798/798 [==============================] - 4s 6ms/step - loss: 5.8117e-05 - mean_squared_error: 5.8117e-05 - val_loss: 1.2718e-05 - val_mean_squared_error: 1.2718e-05
Epoch 6/500
793/798 [============================>.] - ETA: 0s - loss: 5.8225e-05 - mean_squared_error: 5.8225e-05
Epoch 00006: loss improved from 0.00006 to 0.00006, saving model to ./model_LSTM/53\06-0.0000.hdf5
798/798 [==============================] - 4s 5ms/step - loss: 5.7973e-05 - mean_squared_error: 5.7973e-05 - val_loss: 1.2435e-05 - val_mean_squared_error: 1.2435e-05
Epoch 7/500
790/798 [============================>.] - ETA: 0s - loss: 5.4551e-05 - mean_squared_error: 5.4551e-05
Epoch 00007: loss improved from 0.00006 to 0.00006, saving model to ./model_LSTM/53\07-0.0000.hdf5
798/798 [==============================] - 4s 5ms/step - loss: 5.6774e-05 - mean_squared_error: 5.6774e-05 - val_loss: 1.5524e-05 - val_mean_squared_error: 1.5524e-05
Epoch 8/500
792/798 [============================>.] - ETA: 0s - loss: 5.6976e-05 - mean_squared_error: 5.6976e-05
Epoch 00008: loss improved from 0.00006 to 0.00006, saving model to ./model_LSTM/53\08-0.0000.hdf5
798/798 [==============================] - 4s 5ms/step - loss: 5.6626e-05 - mean_squared_error: 5.6626e-05 - val_loss: 1.2732e-05 - val_mean_squared_error: 1.2732e-05
Epoch 9/500
798/798 [==============================] - ETA: 0s - loss: 5.5726e-05 - mean_squared_error: 5.5726e-05
Epoch 00009: loss improved from 0.00006 to 0.00006, saving model to ./model_LSTM/53\09-0.0000.hdf5
798/798 [==============================] - 4s 5ms/step - loss: 5.5726e-05 - mean_squared_error: 5.5726e-05 - val_loss: 1.1845e-05 - val_mean_squared_error: 1.1845e-05
Epoch 10/500
792/798 [============================>.] - ETA: 0s - loss: 5.6286e-05 - mean_squared_error: 5.6286e-05
Epoch 00010: loss did not improve from 0.00006
798/798 [==============================] - 4s 5ms/step - loss: 5.6106e-05 - mean_squared_error: 5.6106e-05 - val_loss: 1.6198e-05 - val_mean_squared_error: 1.6198e-05
Epoch 11/500
797/798 [============================>.] - ETA: 0s - loss: 5.6917e-05 - mean_squared_error: 5.6917e-05
Epoch 00011: loss did not improve from 0.00006
798/798 [==============================] - 4s 5ms/step - loss: 5.6873e-05 - mean_squared_error: 5.6873e-05 - val_loss: 1.2545e-05 - val_mean_squared_error: 1.2545e-05
Epoch 12/500
789/798 [============================>.] - ETA: 0s - loss: 5.3572e-05 - mean_squared_error: 5.3572e-05
Epoch 00012: loss improved from 0.00006 to 0.00005, saving model to ./model_LSTM/53\12-0.0000.hdf5
798/798 [==============================] - 4s 5ms/step - loss: 5.3217e-05 - mean_squared_error: 5.3217e-05 - val_loss: 1.3088e-05 - val_mean_squared_error: 1.3088e-05
Epoch 13/500
793/798 [============================>.] - ETA: 0s - loss: 5.3639e-05 - mean_squared_error: 5.3639e-05
Epoch 00013: loss did not improve from 0.00005
798/798 [==============================] - 4s 6ms/step - loss: 5.3402e-05 - mean_squared_error: 5.3402e-05 - val_loss: 1.4167e-05 - val_mean_squared_error: 1.4167e-05
Epoch 14/500
792/798 [============================>.] - ETA: 0s - loss: 5.2590e-05 - mean_squared_error: 5.2590e-05
Epoch 00014: loss improved from 0.00005 to 0.00005, saving model to ./model_LSTM/53\14-0.0000.hdf5
798/798 [==============================] - 4s 5ms/step - loss: 5.2258e-05 - mean_squared_error: 5.2258e-05 - val_loss: 1.2350e-05 - val_mean_squared_error: 1.2350e-05
Epoch 15/500
793/798 [============================>.] - ETA: 0s - loss: 5.0090e-05 - mean_squared_error: 5.0090e-05
Epoch 00015: loss improved from 0.00005 to 0.00005, saving model to ./model_LSTM/53\15-0.0000.hdf5
798/798 [==============================] - 4s 5ms/step - loss: 4.9931e-05 - mean_squared_error: 4.9931e-05 - val_loss: 1.6226e-05 - val_mean_squared_error: 1.6226e-05
Epoch 16/500
792/798 [============================>.] - ETA: 0s - loss: 5.0090e-05 - mean_squared_error: 5.0090e-05
Epoch 00016: loss did not improve from 0.00005
798/798 [==============================] - 4s 5ms/step - loss: 5.0130e-05 - mean_squared_error: 5.0130e-05 - val_loss: 1.2117e-05 - val_mean_squared_error: 1.2117e-05
Epoch 17/500
789/798 [============================>.] - ETA: 0s - loss: 5.9568e-05 - mean_squared_error: 5.9568e-05
Epoch 00017: loss did not improve from 0.00005
798/798 [==============================] - 4s 5ms/step - loss: 5.8999e-05 - mean_squared_error: 5.8999e-05 - val_loss: 1.2452e-05 - val_mean_squared_error: 1.2452e-05
Epoch 18/500
795/798 [============================>.] - ETA: 0s - loss: 5.1134e-05 - mean_squared_error: 5.1134e-05
Epoch 00018: loss did not improve from 0.00005
798/798 [==============================] - 4s 6ms/step - loss: 5.1049e-05 - mean_squared_error: 5.1049e-05 - val_loss: 1.2182e-05 - val_mean_squared_error: 1.2182e-05
Epoch 19/500
791/798 [============================>.] - ETA: 0s - loss: 4.8470e-05 - mean_squared_error: 4.8470e-05
Epoch 00019: loss improved from 0.00005 to 0.00005, saving model to ./model_LSTM/53\19-0.0000.hdf5
798/798 [==============================] - 5s 6ms/step - loss: 4.8148e-05 - mean_squared_error: 4.8148e-05 - val_loss: 1.2636e-05 - val_mean_squared_error: 1.2636e-05
Epoch 20/500
795/798 [============================>.] - ETA: 0s - loss: 4.8385e-05 - mean_squared_error: 4.8385e-05
Epoch 00020: loss did not improve from 0.00005
798/798 [==============================] - 5s 6ms/step - loss: 4.8291e-05 - mean_squared_error: 4.8291e-05 - val_loss: 1.3464e-05 - val_mean_squared_error: 1.3464e-05
Epoch 21/500
796/798 [============================>.] - ETA: 0s - loss: 4.6701e-05 - mean_squared_error: 4.6701e-05
Epoch 00021: loss improved from 0.00005 to 0.00005, saving model to ./model_LSTM/53\21-0.0000.hdf5
798/798 [==============================] - 8s 10ms/step - loss: 4.6706e-05 - mean_squared_error: 4.6706e-05 - val_loss: 1.3748e-05 - val_mean_squared_error: 1.3748e-05
Epoch 22/500
795/798 [============================>.] - ETA: 0s - loss: 4.7843e-05 - mean_squared_error: 4.7843e-05
Epoch 00022: loss did not improve from 0.00005
798/798 [==============================] - 5s 7ms/step - loss: 4.8118e-05 - mean_squared_error: 4.8118e-05 - val_loss: 1.2595e-05 - val_mean_squared_error: 1.2595e-05
Epoch 23/500
798/798 [==============================] - ETA: 0s - loss: 4.5569e-05 - mean_squared_error: 4.5569e-05
Epoch 00023: loss improved from 0.00005 to 0.00005, saving model to ./model_LSTM/53\23-0.0000.hdf5
798/798 [==============================] - 6s 7ms/step - loss: 4.5569e-05 - mean_squared_error: 4.5569e-05 - val_loss: 2.1392e-05 - val_mean_squared_error: 2.1392e-05
Epoch 24/500
796/798 [============================>.] - ETA: 0s - loss: 4.4139e-05 - mean_squared_error: 4.4139e-05
Epoch 00024: loss improved from 0.00005 to 0.00004, saving model to ./model_LSTM/53\24-0.0000.hdf5
798/798 [==============================] - 5s 7ms/step - loss: 4.4056e-05 - mean_squared_error: 4.4056e-05 - val_loss: 1.2774e-05 - val_mean_squared_error: 1.2774e-05
Epoch 25/500
797/798 [============================>.] - ETA: 0s - loss: 4.5178e-05 - mean_squared_error: 4.5178e-05
Epoch 00025: loss did not improve from 0.00004
798/798 [==============================] - 8s 9ms/step - loss: 4.5166e-05 - mean_squared_error: 4.5166e-05 - val_loss: 1.3418e-05 - val_mean_squared_error: 1.3418e-05
Epoch 26/500
796/798 [============================>.] - ETA: 0s - loss: 4.2925e-05 - mean_squared_error: 4.2925e-05
Epoch 00026: loss improved from 0.00004 to 0.00004, saving model to ./model_LSTM/53\26-0.0000.hdf5
798/798 [==============================] - 7s 9ms/step - loss: 4.2961e-05 - mean_squared_error: 4.2961e-05 - val_loss: 1.7473e-05 - val_mean_squared_error: 1.7473e-05
Epoch 27/500
794/798 [============================>.] - ETA: 0s - loss: 4.2899e-05 - mean_squared_error: 4.2899e-05
Epoch 00027: loss did not improve from 0.00004
798/798 [==============================] - 6s 8ms/step - loss: 4.2992e-05 - mean_squared_error: 4.2992e-05 - val_loss: 1.2527e-05 - val_mean_squared_error: 1.2527e-05
Epoch 28/500
797/798 [============================>.] - ETA: 0s - loss: 4.4944e-05 - mean_squared_error: 4.4944e-05
Epoch 00028: loss did not improve from 0.00004
798/798 [==============================] - 6s 8ms/step - loss: 4.4966e-05 - mean_squared_error: 4.4966e-05 - val_loss: 1.4195e-05 - val_mean_squared_error: 1.4195e-05
Epoch 29/500
792/798 [============================>.] - ETA: 0s - loss: 4.3049e-05 - mean_squared_error: 4.3049e-05
Epoch 00029: loss did not improve from 0.00004
798/798 [==============================] - 6s 7ms/step - loss: 4.3027e-05 - mean_squared_error: 4.3027e-05 - val_loss: 1.3428e-05 - val_mean_squared_error: 1.3428e-05
Epoch 30/500
794/798 [============================>.] - ETA: 0s - loss: 4.1561e-05 - mean_squared_error: 4.1561e-05
Epoch 00030: loss improved from 0.00004 to 0.00004, saving model to ./model_LSTM/53\30-0.0000.hdf5
798/798 [==============================] - 6s 7ms/step - loss: 4.1402e-05 - mean_squared_error: 4.1402e-05 - val_loss: 1.2598e-05 - val_mean_squared_error: 1.2598e-05
Epoch 31/500
792/798 [============================>.] - ETA: 0s - loss: 4.1472e-05 - mean_squared_error: 4.1472e-05
Epoch 00031: loss improved from 0.00004 to 0.00004, saving model to ./model_LSTM/53\31-0.0000.hdf5
798/798 [==============================] - 5s 7ms/step - loss: 4.1358e-05 - mean_squared_error: 4.1358e-05 - val_loss: 1.3987e-05 - val_mean_squared_error: 1.3987e-05
Epoch 32/500
793/798 [============================>.] - ETA: 0s - loss: 4.0365e-05 - mean_squared_error: 4.0365e-05
Epoch 00032: loss did not improve from 0.00004
798/798 [==============================] - 6s 8ms/step - loss: 4.2023e-05 - mean_squared_error: 4.2023e-05 - val_loss: 2.1884e-05 - val_mean_squared_error: 2.1884e-05
Epoch 33/500
797/798 [============================>.] - ETA: 0s - loss: 4.3033e-05 - mean_squared_error: 4.3033e-05
Epoch 00033: loss did not improve from 0.00004
798/798 [==============================] - 6s 7ms/step - loss: 4.3013e-05 - mean_squared_error: 4.3013e-05 - val_loss: 1.2651e-05 - val_mean_squared_error: 1.2651e-05
Epoch 34/500
797/798 [============================>.] - ETA: 0s - loss: 4.0442e-05 - mean_squared_error: 4.0442e-05
Epoch 00034: loss improved from 0.00004 to 0.00004, saving model to ./model_LSTM/53\34-0.0000.hdf5
798/798 [==============================] - 5s 6ms/step - loss: 4.0417e-05 - mean_squared_error: 4.0417e-05 - val_loss: 1.3342e-05 - val_mean_squared_error: 1.3342e-05
Epoch 35/500
797/798 [============================>.] - ETA: 0s - loss: 4.0014e-05 - mean_squared_error: 4.0014e-05
Epoch 00035: loss improved from 0.00004 to 0.00004, saving model to ./model_LSTM/53\35-0.0000.hdf5
798/798 [==============================] - 5s 6ms/step - loss: 3.9987e-05 - mean_squared_error: 3.9987e-05 - val_loss: 1.2509e-05 - val_mean_squared_error: 1.2509e-05
Epoch 36/500
794/798 [============================>.] - ETA: 0s - loss: 4.0981e-05 - mean_squared_error: 4.0981e-05
Epoch 00036: loss did not improve from 0.00004
798/798 [==============================] - 5s 6ms/step - loss: 4.0805e-05 - mean_squared_error: 4.0805e-05 - val_loss: 1.2334e-05 - val_mean_squared_error: 1.2334e-05
Epoch 37/500
796/798 [============================>.] - ETA: 0s - loss: 3.9150e-05 - mean_squared_error: 3.9150e-05
Epoch 00037: loss improved from 0.00004 to 0.00004, saving model to ./model_LSTM/53\37-0.0000.hdf5
798/798 [==============================] - 5s 6ms/step - loss: 3.9077e-05 - mean_squared_error: 3.9077e-05 - val_loss: 1.4376e-05 - val_mean_squared_error: 1.4376e-05
Epoch 38/500
798/798 [==============================] - ETA: 0s - loss: 3.8655e-05 - mean_squared_error: 3.8655e-05
Epoch 00038: loss improved from 0.00004 to 0.00004, saving model to ./model_LSTM/53\38-0.0000.hdf5
798/798 [==============================] - 5s 6ms/step - loss: 3.8655e-05 - mean_squared_error: 3.8655e-05 - val_loss: 1.3066e-05 - val_mean_squared_error: 1.3066e-05
Epoch 39/500
788/798 [============================>.] - ETA: 0s - loss: 3.8874e-05 - mean_squared_error: 3.8874e-05
Epoch 00039: loss improved from 0.00004 to 0.00004, saving model to ./model_LSTM/53\39-0.0000.hdf5
798/798 [==============================] - 5s 6ms/step - loss: 3.8510e-05 - mean_squared_error: 3.8510e-05 - val_loss: 1.6718e-05 - val_mean_squared_error: 1.6718e-05
Epoch 40/500
794/798 [============================>.] - ETA: 0s - loss: 3.9020e-05 - mean_squared_error: 3.9020e-05
Epoch 00040: loss did not improve from 0.00004
798/798 [==============================] - 5s 6ms/step - loss: 3.8871e-05 - mean_squared_error: 3.8871e-05 - val_loss: 1.3968e-05 - val_mean_squared_error: 1.3968e-05
Epoch 41/500
794/798 [============================>.] - ETA: 0s - loss: 3.7244e-05 - mean_squared_error: 3.7244e-05
Epoch 00041: loss improved from 0.00004 to 0.00004, saving model to ./model_LSTM/53\41-0.0000.hdf5
798/798 [==============================] - 5s 6ms/step - loss: 3.7655e-05 - mean_squared_error: 3.7655e-05 - val_loss: 1.7736e-05 - val_mean_squared_error: 1.7736e-05
Epoch 42/500
791/798 [============================>.] - ETA: 0s - loss: 3.7395e-05 - mean_squared_error: 3.7395e-05
Epoch 00042: loss improved from 0.00004 to 0.00004, saving model to ./model_LSTM/53\42-0.0000.hdf5
798/798 [==============================] - 6s 7ms/step - loss: 3.7337e-05 - mean_squared_error: 3.7337e-05 - val_loss: 1.3457e-05 - val_mean_squared_error: 1.3457e-05
Epoch 43/500
797/798 [============================>.] - ETA: 0s - loss: 3.7023e-05 - mean_squared_error: 3.7023e-05
Epoch 00043: loss improved from 0.00004 to 0.00004, saving model to ./model_LSTM/53\43-0.0000.hdf5
798/798 [==============================] - 5s 6ms/step - loss: 3.6994e-05 - mean_squared_error: 3.6994e-05 - val_loss: 1.3600e-05 - val_mean_squared_error: 1.3600e-05
Epoch 44/500
795/798 [============================>.] - ETA: 0s - loss: 4.0327e-05 - mean_squared_error: 4.0327e-05
Epoch 00044: loss did not improve from 0.00004
798/798 [==============================] - 5s 6ms/step - loss: 4.0203e-05 - mean_squared_error: 4.0203e-05 - val_loss: 1.6292e-05 - val_mean_squared_error: 1.6292e-05
Epoch 45/500
788/798 [============================>.] - ETA: 0s - loss: 3.6034e-05 - mean_squared_error: 3.6034e-05
Epoch 00045: loss improved from 0.00004 to 0.00004, saving model to ./model_LSTM/53\45-0.0000.hdf5
798/798 [==============================] - 5s 6ms/step - loss: 3.5770e-05 - mean_squared_error: 3.5770e-05 - val_loss: 1.3247e-05 - val_mean_squared_error: 1.3247e-05
Epoch 46/500
789/798 [============================>.] - ETA: 0s - loss: 3.4925e-05 - mean_squared_error: 3.4925e-05
Epoch 00046: loss improved from 0.00004 to 0.00003, saving model to ./model_LSTM/53\46-0.0000.hdf5
798/798 [==============================] - 5s 6ms/step - loss: 3.4658e-05 - mean_squared_error: 3.4658e-05 - val_loss: 1.4675e-05 - val_mean_squared_error: 1.4675e-05
Epoch 47/500
793/798 [============================>.] - ETA: 0s - loss: 3.5100e-05 - mean_squared_error: 3.5100e-05
Epoch 00047: loss did not improve from 0.00003
798/798 [==============================] - 5s 6ms/step - loss: 3.5147e-05 - mean_squared_error: 3.5147e-05 - val_loss: 1.4061e-05 - val_mean_squared_error: 1.4061e-05
Epoch 48/500
798/798 [==============================] - ETA: 0s - loss: 3.5810e-05 - mean_squared_error: 3.5810e-05
Epoch 00048: loss did not improve from 0.00003
798/798 [==============================] - 5s 6ms/step - loss: 3.5810e-05 - mean_squared_error: 3.5810e-05 - val_loss: 1.6006e-05 - val_mean_squared_error: 1.6006e-05
Epoch 49/500
795/798 [============================>.] - ETA: 0s - loss: 4.0050e-05 - mean_squared_error: 4.0050e-05
Epoch 00049: loss did not improve from 0.00003
798/798 [==============================] - 5s 6ms/step - loss: 3.9921e-05 - mean_squared_error: 3.9921e-05 - val_loss: 1.4080e-05 - val_mean_squared_error: 1.4080e-05
Epoch 50/500
793/798 [============================>.] - ETA: 0s - loss: 3.6744e-05 - mean_squared_error: 3.6744e-05
Epoch 00050: loss did not improve from 0.00003
798/798 [==============================] - 5s 6ms/step - loss: 3.6684e-05 - mean_squared_error: 3.6684e-05 - val_loss: 1.4948e-05 - val_mean_squared_error: 1.4948e-05
Epoch 51/500
798/798 [==============================] - ETA: 0s - loss: 3.4443e-05 - mean_squared_error: 3.4443e-05
Epoch 00051: loss improved from 0.00003 to 0.00003, saving model to ./model_LSTM/53\51-0.0000.hdf5
798/798 [==============================] - 5s 6ms/step - loss: 3.4443e-05 - mean_squared_error: 3.4443e-05 - val_loss: 1.3990e-05 - val_mean_squared_error: 1.3990e-05
Epoch 52/500
793/798 [============================>.] - ETA: 0s - loss: 3.4128e-05 - mean_squared_error: 3.4128e-05
Epoch 00052: loss improved from 0.00003 to 0.00003, saving model to ./model_LSTM/53\52-0.0000.hdf5
798/798 [==============================] - 5s 7ms/step - loss: 3.3961e-05 - mean_squared_error: 3.3961e-05 - val_loss: 1.3593e-05 - val_mean_squared_error: 1.3593e-05
Epoch 53/500
793/798 [============================>.] - ETA: 0s - loss: 3.3297e-05 - mean_squared_error: 3.3297e-05
Epoch 00053: loss improved from 0.00003 to 0.00003, saving model to ./model_LSTM/53\53-0.0000.hdf5
798/798 [==============================] - 5s 7ms/step - loss: 3.3879e-05 - mean_squared_error: 3.3879e-05 - val_loss: 1.8092e-05 - val_mean_squared_error: 1.8092e-05
Epoch 54/500
793/798 [============================>.] - ETA: 0s - loss: 3.3905e-05 - mean_squared_error: 3.3905e-05
Epoch 00054: loss did not improve from 0.00003
798/798 [==============================] - 6s 7ms/step - loss: 3.4282e-05 - mean_squared_error: 3.4282e-05 - val_loss: 1.4838e-05 - val_mean_squared_error: 1.4838e-05
Epoch 55/500
797/798 [============================>.] - ETA: 0s - loss: 3.3866e-05 - mean_squared_error: 3.3866e-05
Epoch 00055: loss improved from 0.00003 to 0.00003, saving model to ./model_LSTM/53\55-0.0000.hdf5
798/798 [==============================] - 6s 8ms/step - loss: 3.3843e-05 - mean_squared_error: 3.3843e-05 - val_loss: 1.5110e-05 - val_mean_squared_error: 1.5110e-05
Epoch 56/500
790/798 [============================>.] - ETA: 0s - loss: 3.2351e-05 - mean_squared_error: 3.2351e-05
Epoch 00056: loss improved from 0.00003 to 0.00003, saving model to ./model_LSTM/53\56-0.0000.hdf5
798/798 [==============================] - 6s 8ms/step - loss: 3.2362e-05 - mean_squared_error: 3.2362e-05 - val_loss: 1.3696e-05 - val_mean_squared_error: 1.3696e-05
Epoch 57/500
793/798 [============================>.] - ETA: 0s - loss: 3.3605e-05 - mean_squared_error: 3.3605e-05
Epoch 00057: loss did not improve from 0.00003
798/798 [==============================] - 6s 7ms/step - loss: 3.3834e-05 - mean_squared_error: 3.3834e-05 - val_loss: 1.4635e-05 - val_mean_squared_error: 1.4635e-05
Epoch 58/500
795/798 [============================>.] - ETA: 0s - loss: 3.1308e-05 - mean_squared_error: 3.1308e-05
Epoch 00058: loss improved from 0.00003 to 0.00003, saving model to ./model_LSTM/53\58-0.0000.hdf5
798/798 [==============================] - 5s 7ms/step - loss: 3.1262e-05 - mean_squared_error: 3.1262e-05 - val_loss: 1.5740e-05 - val_mean_squared_error: 1.5740e-05
Epoch 59/500
790/798 [============================>.] - ETA: 0s - loss: 3.4453e-05 - mean_squared_error: 3.4453e-05
Epoch 00059: loss did not improve from 0.00003
798/798 [==============================] - 5s 6ms/step - loss: 3.4256e-05 - mean_squared_error: 3.4256e-05 - val_loss: 2.6983e-05 - val_mean_squared_error: 2.6983e-05
Epoch 60/500
797/798 [============================>.] - ETA: 0s - loss: 3.1814e-05 - mean_squared_error: 3.1814e-05
Epoch 00060: loss did not improve from 0.00003
798/798 [==============================] - 5s 6ms/step - loss: 3.1791e-05 - mean_squared_error: 3.1791e-05 - val_loss: 1.4690e-05 - val_mean_squared_error: 1.4690e-05
Epoch 61/500
792/798 [============================>.] - ETA: 0s - loss: 3.1550e-05 - mean_squared_error: 3.1550e-05
Epoch 00061: loss did not improve from 0.00003
798/798 [==============================] - 5s 6ms/step - loss: 3.1462e-05 - mean_squared_error: 3.1462e-05 - val_loss: 1.3781e-05 - val_mean_squared_error: 1.3781e-05
Epoch 62/500
797/798 [============================>.] - ETA: 0s - loss: 3.1007e-05 - mean_squared_error: 3.1007e-05
Epoch 00062: loss improved from 0.00003 to 0.00003, saving model to ./model_LSTM/53\62-0.0000.hdf5
798/798 [==============================] - 4s 6ms/step - loss: 3.0983e-05 - mean_squared_error: 3.0983e-05 - val_loss: 1.4630e-05 - val_mean_squared_error: 1.4630e-05
Epoch 63/500
788/798 [============================>.] - ETA: 0s - loss: 3.1442e-05 - mean_squared_error: 3.1442e-05
Epoch 00063: loss did not improve from 0.00003
798/798 [==============================] - 4s 5ms/step - loss: 3.1193e-05 - mean_squared_error: 3.1193e-05 - val_loss: 1.3652e-05 - val_mean_squared_error: 1.3652e-05
Epoch 64/500
793/798 [============================>.] - ETA: 0s - loss: 3.0758e-05 - mean_squared_error: 3.0758e-05
Epoch 00064: loss improved from 0.00003 to 0.00003, saving model to ./model_LSTM/53\64-0.0000.hdf5
798/798 [==============================] - 4s 5ms/step - loss: 3.0634e-05 - mean_squared_error: 3.0634e-05 - val_loss: 1.6301e-05 - val_mean_squared_error: 1.6301e-05
Epoch 65/500
790/798 [============================>.] - ETA: 0s - loss: 3.1588e-05 - mean_squared_error: 3.1588e-05
Epoch 00065: loss did not improve from 0.00003
798/798 [==============================] - 4s 5ms/step - loss: 3.1329e-05 - mean_squared_error: 3.1329e-05 - val_loss: 1.3374e-05 - val_mean_squared_error: 1.3374e-05
Epoch 66/500
797/798 [============================>.] - ETA: 0s - loss: 3.0853e-05 - mean_squared_error: 3.0853e-05
Epoch 00066: loss did not improve from 0.00003
798/798 [==============================] - 4s 5ms/step - loss: 3.0837e-05 - mean_squared_error: 3.0837e-05 - val_loss: 1.6739e-05 - val_mean_squared_error: 1.6739e-05
Epoch 67/500
792/798 [============================>.] - ETA: 0s - loss: 3.3077e-05 - mean_squared_error: 3.3077e-05
Epoch 00067: loss did not improve from 0.00003
798/798 [==============================] - 4s 5ms/step - loss: 3.2888e-05 - mean_squared_error: 3.2888e-05 - val_loss: 1.5811e-05 - val_mean_squared_error: 1.5811e-05
Epoch 68/500
789/798 [============================>.] - ETA: 0s - loss: 3.2570e-05 - mean_squared_error: 3.2570e-05
Epoch 00068: loss did not improve from 0.00003
798/798 [==============================] - 4s 5ms/step - loss: 3.2535e-05 - mean_squared_error: 3.2535e-05 - val_loss: 1.2528e-05 - val_mean_squared_error: 1.2528e-05
Epoch 69/500
798/798 [==============================] - ETA: 0s - loss: 3.1815e-05 - mean_squared_error: 3.1815e-05
Epoch 00069: loss did not improve from 0.00003
798/798 [==============================] - 4s 5ms/step - loss: 3.1815e-05 - mean_squared_error: 3.1815e-05 - val_loss: 1.6366e-05 - val_mean_squared_error: 1.6366e-05
Epoch 00069: early stopping
Epoch 1/500
2165/2171 [============================>.] - ETA: 0s - loss: 6.7694e-05 - mean_squared_error: 6.7694e-05
Epoch 00001: loss improved from inf to 0.00007, saving model to ./model_LSTM/54\01-0.0001.hdf5
2171/2171 [==============================] - 12s 5ms/step - loss: 6.7554e-05 - mean_squared_error: 6.7554e-05 - val_loss: 9.0787e-05 - val_mean_squared_error: 9.0787e-05
Epoch 2/500
2168/2171 [============================>.] - ETA: 0s - loss: 5.8881e-05 - mean_squared_error: 5.8881e-05
Epoch 00002: loss improved from 0.00007 to 0.00006, saving model to ./model_LSTM/54\02-0.0001.hdf5
2171/2171 [==============================] - 12s 6ms/step - loss: 5.8806e-05 - mean_squared_error: 5.8806e-05 - val_loss: 7.8209e-05 - val_mean_squared_error: 7.8209e-05
Epoch 3/500
2171/2171 [==============================] - ETA: 0s - loss: 9.2677e-05 - mean_squared_error: 9.2677e-05
Epoch 00003: loss did not improve from 0.00006
2171/2171 [==============================] - 15s 7ms/step - loss: 9.2677e-05 - mean_squared_error: 9.2677e-05 - val_loss: 8.2295e-05 - val_mean_squared_error: 8.2295e-05
Epoch 4/500
2167/2171 [============================>.] - ETA: 0s - loss: 5.6920e-05 - mean_squared_error: 5.6920e-05
Epoch 00004: loss improved from 0.00006 to 0.00006, saving model to ./model_LSTM/54\04-0.0001.hdf5
2171/2171 [==============================] - 14s 6ms/step - loss: 5.6824e-05 - mean_squared_error: 5.6824e-05 - val_loss: 8.2356e-05 - val_mean_squared_error: 8.2356e-05
Epoch 5/500
2164/2171 [============================>.] - ETA: 0s - loss: 5.5565e-05 - mean_squared_error: 5.5565e-05
Epoch 00005: loss improved from 0.00006 to 0.00006, saving model to ./model_LSTM/54\05-0.0001.hdf5
2171/2171 [==============================] - 14s 7ms/step - loss: 5.5478e-05 - mean_squared_error: 5.5478e-05 - val_loss: 8.1956e-05 - val_mean_squared_error: 8.1956e-05
Epoch 6/500
2168/2171 [============================>.] - ETA: 0s - loss: 5.3636e-05 - mean_squared_error: 5.3636e-05
Epoch 00006: loss improved from 0.00006 to 0.00005, saving model to ./model_LSTM/54\06-0.0001.hdf5
2171/2171 [==============================] - 16s 7ms/step - loss: 5.3693e-05 - mean_squared_error: 5.3693e-05 - val_loss: 8.5438e-05 - val_mean_squared_error: 8.5438e-05
Epoch 7/500
2164/2171 [============================>.] - ETA: 0s - loss: 5.5487e-05 - mean_squared_error: 5.5487e-05
Epoch 00007: loss did not improve from 0.00005
2171/2171 [==============================] - 14s 6ms/step - loss: 5.5682e-05 - mean_squared_error: 5.5682e-05 - val_loss: 8.3509e-05 - val_mean_squared_error: 8.3509e-05
Epoch 8/500
2163/2171 [============================>.] - ETA: 0s - loss: 5.2994e-05 - mean_squared_error: 5.2994e-05
Epoch 00008: loss improved from 0.00005 to 0.00005, saving model to ./model_LSTM/54\08-0.0001.hdf5
2171/2171 [==============================] - 12s 6ms/step - loss: 5.2831e-05 - mean_squared_error: 5.2831e-05 - val_loss: 8.5306e-05 - val_mean_squared_error: 8.5306e-05
Epoch 9/500
2169/2171 [============================>.] - ETA: 0s - loss: 5.3617e-05 - mean_squared_error: 5.3617e-05
Epoch 00009: loss did not improve from 0.00005
2171/2171 [==============================] - 12s 6ms/step - loss: 5.3576e-05 - mean_squared_error: 5.3576e-05 - val_loss: 8.8605e-05 - val_mean_squared_error: 8.8605e-05
Epoch 10/500
2164/2171 [============================>.] - ETA: 0s - loss: 5.2737e-05 - mean_squared_error: 5.2737e-05
Epoch 00010: loss improved from 0.00005 to 0.00005, saving model to ./model_LSTM/54\10-0.0001.hdf5
2171/2171 [==============================] - 12s 5ms/step - loss: 5.2698e-05 - mean_squared_error: 5.2698e-05 - val_loss: 8.7917e-05 - val_mean_squared_error: 8.7917e-05
Epoch 11/500
2169/2171 [============================>.] - ETA: 0s - loss: 5.1845e-05 - mean_squared_error: 5.1845e-05
Epoch 00011: loss improved from 0.00005 to 0.00005, saving model to ./model_LSTM/54\11-0.0001.hdf5
2171/2171 [==============================] - 12s 5ms/step - loss: 5.1910e-05 - mean_squared_error: 5.1910e-05 - val_loss: 8.5349e-05 - val_mean_squared_error: 8.5349e-05
Epoch 12/500
2170/2171 [============================>.] - ETA: 0s - loss: 5.3036e-05 - mean_squared_error: 5.3036e-05
Epoch 00012: loss did not improve from 0.00005
2171/2171 [==============================] - 12s 5ms/step - loss: 5.3018e-05 - mean_squared_error: 5.3018e-05 - val_loss: 8.3160e-05 - val_mean_squared_error: 8.3160e-05
Epoch 13/500
2170/2171 [============================>.] - ETA: 0s - loss: 5.0532e-05 - mean_squared_error: 5.0532e-05
Epoch 00013: loss improved from 0.00005 to 0.00005, saving model to ./model_LSTM/54\13-0.0001.hdf5
2171/2171 [==============================] - 12s 6ms/step - loss: 5.0515e-05 - mean_squared_error: 5.0515e-05 - val_loss: 8.6031e-05 - val_mean_squared_error: 8.6031e-05
Epoch 14/500
2163/2171 [============================>.] - ETA: 0s - loss: 5.0436e-05 - mean_squared_error: 5.0436e-05
Epoch 00014: loss improved from 0.00005 to 0.00005, saving model to ./model_LSTM/54\14-0.0001.hdf5
2171/2171 [==============================] - 13s 6ms/step - loss: 5.0303e-05 - mean_squared_error: 5.0303e-05 - val_loss: 9.0222e-05 - val_mean_squared_error: 9.0222e-05
Epoch 15/500
2170/2171 [============================>.] - ETA: 0s - loss: 5.0625e-05 - mean_squared_error: 5.0625e-05
Epoch 00015: loss did not improve from 0.00005
2171/2171 [==============================] - 14s 6ms/step - loss: 5.0619e-05 - mean_squared_error: 5.0619e-05 - val_loss: 8.3053e-05 - val_mean_squared_error: 8.3053e-05
Epoch 16/500
2170/2171 [============================>.] - ETA: 0s - loss: 5.3703e-05 - mean_squared_error: 5.3703e-05
Epoch 00016: loss did not improve from 0.00005
2171/2171 [==============================] - 15s 7ms/step - loss: 5.3684e-05 - mean_squared_error: 5.3684e-05 - val_loss: 9.1547e-05 - val_mean_squared_error: 9.1547e-05
Epoch 17/500
2168/2171 [============================>.] - ETA: 0s - loss: 4.8760e-05 - mean_squared_error: 4.8760e-05
Epoch 00017: loss improved from 0.00005 to 0.00005, saving model to ./model_LSTM/54\17-0.0001.hdf5
2171/2171 [==============================] - 16s 7ms/step - loss: 4.8732e-05 - mean_squared_error: 4.8732e-05 - val_loss: 8.0838e-05 - val_mean_squared_error: 8.0838e-05
Epoch 18/500
2166/2171 [============================>.] - ETA: 0s - loss: 5.0217e-05 - mean_squared_error: 5.0217e-05
Epoch 00018: loss did not improve from 0.00005
2171/2171 [==============================] - 15s 7ms/step - loss: 5.0123e-05 - mean_squared_error: 5.0123e-05 - val_loss: 8.1534e-05 - val_mean_squared_error: 8.1534e-05
Epoch 19/500
2161/2171 [============================>.] - ETA: 0s - loss: 4.8171e-05 - mean_squared_error: 4.8171e-05
Epoch 00019: loss improved from 0.00005 to 0.00005, saving model to ./model_LSTM/54\19-0.0001.hdf5
2171/2171 [==============================] - 13s 6ms/step - loss: 4.7995e-05 - mean_squared_error: 4.7995e-05 - val_loss: 8.2002e-05 - val_mean_squared_error: 8.2002e-05
Epoch 20/500
2165/2171 [============================>.] - ETA: 0s - loss: 5.0428e-05 - mean_squared_error: 5.0428e-05
Epoch 00020: loss did not improve from 0.00005
2171/2171 [==============================] - 12s 5ms/step - loss: 5.0319e-05 - mean_squared_error: 5.0319e-05 - val_loss: 8.6556e-05 - val_mean_squared_error: 8.6556e-05
Epoch 21/500
2162/2171 [============================>.] - ETA: 0s - loss: 4.7853e-05 - mean_squared_error: 4.7853e-05
Epoch 00021: loss improved from 0.00005 to 0.00005, saving model to ./model_LSTM/54\21-0.0001.hdf5
2171/2171 [==============================] - 11s 5ms/step - loss: 4.7734e-05 - mean_squared_error: 4.7734e-05 - val_loss: 8.3536e-05 - val_mean_squared_error: 8.3536e-05
Epoch 22/500
2171/2171 [==============================] - ETA: 0s - loss: 4.7791e-05 - mean_squared_error: 4.7791e-05
Epoch 00022: loss did not improve from 0.00005
2171/2171 [==============================] - 12s 5ms/step - loss: 4.7791e-05 - mean_squared_error: 4.7791e-05 - val_loss: 7.8662e-05 - val_mean_squared_error: 7.8662e-05
Epoch 23/500
2171/2171 [==============================] - ETA: 0s - loss: 4.8278e-05 - mean_squared_error: 4.8278e-05
Epoch 00023: loss did not improve from 0.00005
2171/2171 [==============================] - 12s 5ms/step - loss: 4.8278e-05 - mean_squared_error: 4.8278e-05 - val_loss: 1.2626e-04 - val_mean_squared_error: 1.2626e-04
Epoch 24/500
2164/2171 [============================>.] - ETA: 0s - loss: 4.7366e-05 - mean_squared_error: 4.7366e-05
Epoch 00024: loss improved from 0.00005 to 0.00005, saving model to ./model_LSTM/54\24-0.0001.hdf5
2171/2171 [==============================] - 12s 6ms/step - loss: 4.7225e-05 - mean_squared_error: 4.7225e-05 - val_loss: 9.0011e-05 - val_mean_squared_error: 9.0011e-05
Epoch 25/500
2162/2171 [============================>.] - ETA: 0s - loss: 4.6836e-05 - mean_squared_error: 4.6836e-05
Epoch 00025: loss improved from 0.00005 to 0.00005, saving model to ./model_LSTM/54\25-0.0001.hdf5
2171/2171 [==============================] - 13s 6ms/step - loss: 4.6789e-05 - mean_squared_error: 4.6789e-05 - val_loss: 9.5298e-05 - val_mean_squared_error: 9.5298e-05
Epoch 26/500
2169/2171 [============================>.] - ETA: 0s - loss: 4.5491e-05 - mean_squared_error: 4.5491e-05
Epoch 00026: loss improved from 0.00005 to 0.00005, saving model to ./model_LSTM/54\26-0.0001.hdf5
2171/2171 [==============================] - 16s 8ms/step - loss: 4.5780e-05 - mean_squared_error: 4.5780e-05 - val_loss: 1.3418e-04 - val_mean_squared_error: 1.3418e-04
Epoch 27/500
2168/2171 [============================>.] - ETA: 0s - loss: 4.5122e-05 - mean_squared_error: 4.5122e-05
Epoch 00027: loss improved from 0.00005 to 0.00005, saving model to ./model_LSTM/54\27-0.0001.hdf5
2171/2171 [==============================] - 15s 7ms/step - loss: 4.5073e-05 - mean_squared_error: 4.5073e-05 - val_loss: 8.5956e-05 - val_mean_squared_error: 8.5956e-05
Epoch 28/500
2170/2171 [============================>.] - ETA: 0s - loss: 4.4284e-05 - mean_squared_error: 4.4284e-05
Epoch 00028: loss improved from 0.00005 to 0.00004, saving model to ./model_LSTM/54\28-0.0001.hdf5
2171/2171 [==============================] - 16s 7ms/step - loss: 4.4268e-05 - mean_squared_error: 4.4268e-05 - val_loss: 9.9811e-05 - val_mean_squared_error: 9.9811e-05
Epoch 29/500
2166/2171 [============================>.] - ETA: 0s - loss: 4.4708e-05 - mean_squared_error: 4.4708e-05
Epoch 00029: loss did not improve from 0.00004
2171/2171 [==============================] - 14s 7ms/step - loss: 4.4668e-05 - mean_squared_error: 4.4668e-05 - val_loss: 9.3117e-05 - val_mean_squared_error: 9.3117e-05
Epoch 30/500
2168/2171 [============================>.] - ETA: 0s - loss: 4.7779e-05 - mean_squared_error: 4.7779e-05
Epoch 00030: loss did not improve from 0.00004
2171/2171 [==============================] - 13s 6ms/step - loss: 4.7724e-05 - mean_squared_error: 4.7724e-05 - val_loss: 9.3405e-05 - val_mean_squared_error: 9.3405e-05
Epoch 31/500
2163/2171 [============================>.] - ETA: 0s - loss: 4.3418e-05 - mean_squared_error: 4.3418e-05
Epoch 00031: loss improved from 0.00004 to 0.00004, saving model to ./model_LSTM/54\31-0.0001.hdf5
2171/2171 [==============================] - 12s 5ms/step - loss: 4.3297e-05 - mean_squared_error: 4.3297e-05 - val_loss: 9.4375e-05 - val_mean_squared_error: 9.4375e-05
Epoch 32/500
2165/2171 [============================>.] - ETA: 0s - loss: 4.5473e-05 - mean_squared_error: 4.5473e-05
Epoch 00032: loss did not improve from 0.00004
2171/2171 [==============================] - 12s 6ms/step - loss: 4.5415e-05 - mean_squared_error: 4.5415e-05 - val_loss: 1.0061e-04 - val_mean_squared_error: 1.0061e-04
Epoch 33/500
2169/2171 [============================>.] - ETA: 0s - loss: 4.5059e-05 - mean_squared_error: 4.5059e-05
Epoch 00033: loss did not improve from 0.00004
2171/2171 [==============================] - 12s 5ms/step - loss: 4.5023e-05 - mean_squared_error: 4.5023e-05 - val_loss: 8.7510e-05 - val_mean_squared_error: 8.7510e-05
Epoch 34/500
2163/2171 [============================>.] - ETA: 0s - loss: 4.4003e-05 - mean_squared_error: 4.4003e-05
Epoch 00034: loss did not improve from 0.00004
2171/2171 [==============================] - 12s 5ms/step - loss: 4.3867e-05 - mean_squared_error: 4.3867e-05 - val_loss: 9.0962e-05 - val_mean_squared_error: 9.0962e-05
Epoch 35/500
2164/2171 [============================>.] - ETA: 0s - loss: 4.2897e-05 - mean_squared_error: 4.2897e-05
Epoch 00035: loss improved from 0.00004 to 0.00004, saving model to ./model_LSTM/54\35-0.0001.hdf5
2171/2171 [==============================] - 12s 5ms/step - loss: 4.2769e-05 - mean_squared_error: 4.2769e-05 - val_loss: 9.7357e-05 - val_mean_squared_error: 9.7357e-05
Epoch 36/500
2167/2171 [============================>.] - ETA: 0s - loss: 4.4584e-05 - mean_squared_error: 4.4584e-05
Epoch 00036: loss did not improve from 0.00004
2171/2171 [==============================] - 12s 6ms/step - loss: 4.4507e-05 - mean_squared_error: 4.4507e-05 - val_loss: 9.8622e-05 - val_mean_squared_error: 9.8622e-05
Epoch 37/500
2163/2171 [============================>.] - ETA: 0s - loss: 4.2519e-05 - mean_squared_error: 4.2519e-05
Epoch 00037: loss improved from 0.00004 to 0.00004, saving model to ./model_LSTM/54\37-0.0001.hdf5
2171/2171 [==============================] - 14s 7ms/step - loss: 4.2414e-05 - mean_squared_error: 4.2414e-05 - val_loss: 9.3829e-05 - val_mean_squared_error: 9.3829e-05
Epoch 38/500
2169/2171 [============================>.] - ETA: 0s - loss: 4.4478e-05 - mean_squared_error: 4.4478e-05
Epoch 00038: loss did not improve from 0.00004
2171/2171 [==============================] - 14s 7ms/step - loss: 4.4453e-05 - mean_squared_error: 4.4453e-05 - val_loss: 1.0230e-04 - val_mean_squared_error: 1.0230e-04
Epoch 39/500
2169/2171 [============================>.] - ETA: 0s - loss: 4.3317e-05 - mean_squared_error: 4.3317e-05
Epoch 00039: loss did not improve from 0.00004
2171/2171 [==============================] - 15s 7ms/step - loss: 4.3283e-05 - mean_squared_error: 4.3283e-05 - val_loss: 9.9997e-05 - val_mean_squared_error: 9.9997e-05
Epoch 40/500
2166/2171 [============================>.] - ETA: 0s - loss: 4.3364e-05 - mean_squared_error: 4.3364e-05
Epoch 00040: loss did not improve from 0.00004
2171/2171 [==============================] - 17s 8ms/step - loss: 4.3332e-05 - mean_squared_error: 4.3332e-05 - val_loss: 9.5062e-05 - val_mean_squared_error: 9.5062e-05
Epoch 41/500
2164/2171 [============================>.] - ETA: 0s - loss: 4.2476e-05 - mean_squared_error: 4.2476e-05
Epoch 00041: loss improved from 0.00004 to 0.00004, saving model to ./model_LSTM/54\41-0.0001.hdf5
2171/2171 [==============================] - 14s 7ms/step - loss: 4.2359e-05 - mean_squared_error: 4.2359e-05 - val_loss: 9.2090e-05 - val_mean_squared_error: 9.2090e-05
Epoch 42/500
2165/2171 [============================>.] - ETA: 0s - loss: 4.3690e-05 - mean_squared_error: 4.3690e-05
Epoch 00042: loss did not improve from 0.00004
2171/2171 [==============================] - 13s 6ms/step - loss: 4.3698e-05 - mean_squared_error: 4.3698e-05 - val_loss: 8.7708e-05 - val_mean_squared_error: 8.7708e-05
Epoch 43/500
2164/2171 [============================>.] - ETA: 0s - loss: 4.1861e-05 - mean_squared_error: 4.1861e-05
Epoch 00043: loss improved from 0.00004 to 0.00004, saving model to ./model_LSTM/54\43-0.0001.hdf5
2171/2171 [==============================] - 12s 5ms/step - loss: 4.1856e-05 - mean_squared_error: 4.1856e-05 - val_loss: 1.0115e-04 - val_mean_squared_error: 1.0115e-04
Epoch 44/500
2169/2171 [============================>.] - ETA: 0s - loss: 4.1670e-05 - mean_squared_error: 4.1670e-05
Epoch 00044: loss improved from 0.00004 to 0.00004, saving model to ./model_LSTM/54\44-0.0001.hdf5
2171/2171 [==============================] - 11s 5ms/step - loss: 4.1638e-05 - mean_squared_error: 4.1638e-05 - val_loss: 9.2705e-05 - val_mean_squared_error: 9.2705e-05
Epoch 45/500
2166/2171 [============================>.] - ETA: 0s - loss: 4.2262e-05 - mean_squared_error: 4.2262e-05
Epoch 00045: loss did not improve from 0.00004
2171/2171 [==============================] - 12s 5ms/step - loss: 4.2360e-05 - mean_squared_error: 4.2360e-05 - val_loss: 1.0112e-04 - val_mean_squared_error: 1.0112e-04
Epoch 46/500
2169/2171 [============================>.] - ETA: 0s - loss: 4.0504e-05 - mean_squared_error: 4.0504e-05
Epoch 00046: loss improved from 0.00004 to 0.00004, saving model to ./model_LSTM/54\46-0.0001.hdf5
2171/2171 [==============================] - 12s 5ms/step - loss: 4.0474e-05 - mean_squared_error: 4.0474e-05 - val_loss: 1.0308e-04 - val_mean_squared_error: 1.0308e-04
Epoch 47/500
2165/2171 [============================>.] - ETA: 0s - loss: 4.4468e-05 - mean_squared_error: 4.4468e-05
Epoch 00047: loss did not improve from 0.00004
2171/2171 [==============================] - 12s 5ms/step - loss: 4.4380e-05 - mean_squared_error: 4.4380e-05 - val_loss: 9.7825e-05 - val_mean_squared_error: 9.7825e-05
Epoch 48/500
2171/2171 [==============================] - ETA: 0s - loss: 4.3857e-05 - mean_squared_error: 4.3857e-05
Epoch 00048: loss did not improve from 0.00004
2171/2171 [==============================] - 12s 6ms/step - loss: 4.3857e-05 - mean_squared_error: 4.3857e-05 - val_loss: 9.7173e-05 - val_mean_squared_error: 9.7173e-05
Epoch 49/500
2171/2171 [==============================] - ETA: 0s - loss: 3.9742e-05 - mean_squared_error: 3.9742e-05
Epoch 00049: loss improved from 0.00004 to 0.00004, saving model to ./model_LSTM/54\49-0.0001.hdf5
2171/2171 [==============================] - 13s 6ms/step - loss: 3.9742e-05 - mean_squared_error: 3.9742e-05 - val_loss: 1.0341e-04 - val_mean_squared_error: 1.0341e-04
Epoch 50/500
2169/2171 [============================>.] - ETA: 0s - loss: 3.9663e-05 - mean_squared_error: 3.9663e- - ETA: 0s - loss: 3.9630e-05 - mean_squared_error: 3.9630e-05
Epoch 00050: loss improved from 0.00004 to 0.00004, saving model to ./model_LSTM/54\50-0.0001.hdf5
2171/2171 [==============================] - 20s 9ms/step - loss: 3.9616e-05 - mean_squared_error: 3.9616e-05 - val_loss: 9.8273e-05 - val_mean_squared_error: 9.8273e-05
Epoch 51/500
2169/2171 [============================>.] - ETA: 0s - loss: 4.1210e-05 - mean_squared_error: 4.1210e-05
Epoch 00051: loss did not improve from 0.00004
2171/2171 [==============================] - 20s 9ms/step - loss: 4.1198e-05 - mean_squared_error: 4.1198e-05 - val_loss: 8.7537e-05 - val_mean_squared_error: 8.7537e-05
Epoch 52/500
2169/2171 [============================>.] - ETA: 0s - loss: 4.1108e-05 - mean_squared_error: 4.1108e-05
Epoch 00052: loss did not improve from 0.00004
2171/2171 [==============================] - 16s 8ms/step - loss: 4.1177e-05 - mean_squared_error: 4.1177e-05 - val_loss: 9.1450e-05 - val_mean_squared_error: 9.1450e-05
Epoch 53/500
2169/2171 [============================>.] - ETA: 0s - loss: 4.0670e-05 - mean_squared_error: 4.0670e-05
Epoch 00053: loss did not improve from 0.00004
2171/2171 [==============================] - 12s 6ms/step - loss: 4.0639e-05 - mean_squared_error: 4.0639e-05 - val_loss: 9.6501e-05 - val_mean_squared_error: 9.6501e-05
Epoch 54/500
2163/2171 [============================>.] - ETA: 0s - loss: 3.9204e-05 - mean_squared_error: 3.9204e-05
Epoch 00054: loss improved from 0.00004 to 0.00004, saving model to ./model_LSTM/54\54-0.0001.hdf5
2171/2171 [==============================] - 12s 5ms/step - loss: 3.9200e-05 - mean_squared_error: 3.9200e-05 - val_loss: 9.3875e-05 - val_mean_squared_error: 9.3875e-05
Epoch 55/500
2163/2171 [============================>.] - ETA: 0s - loss: 3.9436e-05 - mean_squared_error: 3.9436e-05
Epoch 00055: loss did not improve from 0.00004
2171/2171 [==============================] - 11s 5ms/step - loss: 3.9457e-05 - mean_squared_error: 3.9457e-05 - val_loss: 1.0455e-04 - val_mean_squared_error: 1.0455e-04
Epoch 56/500
2163/2171 [============================>.] - ETA: 0s - loss: 4.1501e-05 - mean_squared_error: 4.1501e-05
Epoch 00056: loss did not improve from 0.00004
2171/2171 [==============================] - 12s 5ms/step - loss: 4.1385e-05 - mean_squared_error: 4.1385e-05 - val_loss: 1.0400e-04 - val_mean_squared_error: 1.0400e-04
Epoch 57/500
2170/2171 [============================>.] - ETA: 0s - loss: 4.0285e-05 - mean_squared_error: 4.0285e-05
Epoch 00057: loss did not improve from 0.00004
2171/2171 [==============================] - 12s 5ms/step - loss: 4.0353e-05 - mean_squared_error: 4.0353e-05 - val_loss: 9.6269e-05 - val_mean_squared_error: 9.6269e-05
Epoch 58/500
2163/2171 [============================>.] - ETA: 0s - loss: 3.8946e-05 - mean_squared_error: 3.8946e-05
Epoch 00058: loss improved from 0.00004 to 0.00004, saving model to ./model_LSTM/54\58-0.0001.hdf5
2171/2171 [==============================] - 12s 5ms/step - loss: 3.8988e-05 - mean_squared_error: 3.8988e-05 - val_loss: 9.2396e-05 - val_mean_squared_error: 9.2396e-05
Epoch 59/500
2166/2171 [============================>.] - ETA: 0s - loss: 4.0632e-05 - mean_squared_error: 4.0632e-05
Epoch 00059: loss did not improve from 0.00004
2171/2171 [==============================] - 12s 6ms/step - loss: 4.0580e-05 - mean_squared_error: 4.0580e-05 - val_loss: 1.0340e-04 - val_mean_squared_error: 1.0340e-04
Epoch 60/500
2166/2171 [============================>.] - ETA: 0s - loss: 3.8356e-05 - mean_squared_error: 3.8356e-05
Epoch 00060: loss improved from 0.00004 to 0.00004, saving model to ./model_LSTM/54\60-0.0001.hdf5
2171/2171 [==============================] - 13s 6ms/step - loss: 3.8323e-05 - mean_squared_error: 3.8323e-05 - val_loss: 9.8139e-05 - val_mean_squared_error: 9.8139e-05
Epoch 61/500
2166/2171 [============================>.] - ETA: 0s - loss: 3.9531e-05 - mean_squared_error: 3.9531e-05
Epoch 00061: loss did not improve from 0.00004
2171/2171 [==============================] - 14s 6ms/step - loss: 3.9925e-05 - mean_squared_error: 3.9925e-05 - val_loss: 1.1552e-04 - val_mean_squared_error: 1.1552e-04
Epoch 62/500
2166/2171 [============================>.] - ETA: 0s - loss: 3.9743e-05 - mean_squared_error: 3.9743e-05
Epoch 00062: loss did not improve from 0.00004
2171/2171 [==============================] - 15s 7ms/step - loss: 3.9694e-05 - mean_squared_error: 3.9694e-05 - val_loss: 1.1673e-04 - val_mean_squared_error: 1.1673e-04
Epoch 63/500
2169/2171 [============================>.] - ETA: 0s - loss: 3.9736e-05 - mean_squared_error: 3.9736e-05
Epoch 00063: loss did not improve from 0.00004
2171/2171 [==============================] - 16s 7ms/step - loss: 3.9715e-05 - mean_squared_error: 3.9715e-05 - val_loss: 1.0409e-04 - val_mean_squared_error: 1.0409e-04
Epoch 64/500
2162/2171 [============================>.] - ETA: 0s - loss: 3.8066e-05 - mean_squared_error: 3.8066e-05
Epoch 00064: loss improved from 0.00004 to 0.00004, saving model to ./model_LSTM/54\64-0.0001.hdf5
2171/2171 [==============================] - 13s 6ms/step - loss: 3.7928e-05 - mean_squared_error: 3.7928e-05 - val_loss: 9.9111e-05 - val_mean_squared_error: 9.9111e-05
Epoch 65/500
2162/2171 [============================>.] - ETA: 0s - loss: 3.9205e-05 - mean_squared_error: 3.9205e-05
Epoch 00065: loss did not improve from 0.00004
2171/2171 [==============================] - 12s 6ms/step - loss: 3.9064e-05 - mean_squared_error: 3.9064e-05 - val_loss: 1.1063e-04 - val_mean_squared_error: 1.1063e-04
Epoch 66/500
2162/2171 [============================>.] - ETA: 0s - loss: 3.6729e-05 - mean_squared_error: 3.6729e-05
Epoch 00066: loss improved from 0.00004 to 0.00004, saving model to ./model_LSTM/54\66-0.0001.hdf5
2171/2171 [==============================] - 12s 5ms/step - loss: 3.6601e-05 - mean_squared_error: 3.6601e-05 - val_loss: 1.2672e-04 - val_mean_squared_error: 1.2672e-04
Epoch 67/500
2167/2171 [============================>.] - ETA: 0s - loss: 4.1059e-05 - mean_squared_error: 4.1059e-05
Epoch 00067: loss did not improve from 0.00004
2171/2171 [==============================] - 11s 5ms/step - loss: 4.1191e-05 - mean_squared_error: 4.1191e-05 - val_loss: 1.1644e-04 - val_mean_squared_error: 1.1644e-04
Epoch 68/500
2169/2171 [============================>.] - ETA: 0s - loss: 3.9539e-05 - mean_squared_error: 3.9539e-05
Epoch 00068: loss did not improve from 0.00004
2171/2171 [==============================] - 12s 5ms/step - loss: 3.9508e-05 - mean_squared_error: 3.9508e-05 - val_loss: 1.0873e-04 - val_mean_squared_error: 1.0873e-04
Epoch 69/500
2171/2171 [==============================] - ETA: 0s - loss: 3.7892e-05 - mean_squared_error: 3.7892e-05
Epoch 00069: loss did not improve from 0.00004
2171/2171 [==============================] - 12s 5ms/step - loss: 3.7892e-05 - mean_squared_error: 3.7892e-05 - val_loss: 1.0771e-04 - val_mean_squared_error: 1.0771e-04
Epoch 70/500
2168/2171 [============================>.] - ETA: 0s - loss: 3.9463e-05 - mean_squared_error: 3.9463e-05
Epoch 00070: loss did not improve from 0.00004
2171/2171 [==============================] - 12s 6ms/step - loss: 3.9419e-05 - mean_squared_error: 3.9419e-05 - val_loss: 1.1676e-04 - val_mean_squared_error: 1.1676e-04
Epoch 71/500
2171/2171 [==============================] - ETA: 0s - loss: 3.7811e-05 - mean_squared_error: 3.7811e-05
Epoch 00071: loss did not improve from 0.00004
2171/2171 [==============================] - 13s 6ms/step - loss: 3.7811e-05 - mean_squared_error: 3.7811e-05 - val_loss: 1.0940e-04 - val_mean_squared_error: 1.0940e-04
Epoch 00071: early stopping
Epoch 1/500
2154/2158 [============================>.] - ETA: 0s - loss: 1.2364e-04 - mean_squared_error: 1.2364e-04
Epoch 00001: loss improved from inf to 0.00012, saving model to ./model_LSTM/55\01-0.0000.hdf5
2158/2158 [==============================] - 11s 5ms/step - loss: 1.2342e-04 - mean_squared_error: 1.2342e-04 - val_loss: 3.5587e-05 - val_mean_squared_error: 3.5587e-05
Epoch 2/500
2157/2158 [============================>.] - ETA: 0s - loss: 6.2616e-05 - mean_squared_error: 6.2616e-05
Epoch 00002: loss improved from 0.00012 to 0.00006, saving model to ./model_LSTM/55\02-0.0000.hdf5
2158/2158 [==============================] - 11s 5ms/step - loss: 6.2588e-05 - mean_squared_error: 6.2588e-05 - val_loss: 2.9306e-05 - val_mean_squared_error: 2.9306e-05
Epoch 3/500
2153/2158 [============================>.] - ETA: 0s - loss: 5.0669e-05 - mean_squared_error: 5.0669e-05
Epoch 00003: loss improved from 0.00006 to 0.00005, saving model to ./model_LSTM/55\03-0.0000.hdf5
2158/2158 [==============================] - 12s 6ms/step - loss: 5.0612e-05 - mean_squared_error: 5.0612e-05 - val_loss: 2.9491e-05 - val_mean_squared_error: 2.9491e-05
Epoch 4/500
2150/2158 [============================>.] - ETA: 0s - loss: 5.1523e-05 - mean_squared_error: 5.1523e-05
Epoch 00004: loss did not improve from 0.00005
2158/2158 [==============================] - 13s 6ms/step - loss: 5.1346e-05 - mean_squared_error: 5.1346e-05 - val_loss: 3.0034e-05 - val_mean_squared_error: 3.0034e-05
Epoch 5/500
2154/2158 [============================>.] - ETA: 0s - loss: 5.0051e-05 - mean_squared_error: 5.0051e-05
Epoch 00005: loss improved from 0.00005 to 0.00005, saving model to ./model_LSTM/55\05-0.0000.hdf5
2158/2158 [==============================] - 13s 6ms/step - loss: 4.9990e-05 - mean_squared_error: 4.9990e-05 - val_loss: 2.8405e-05 - val_mean_squared_error: 2.8405e-05
Epoch 6/500
2157/2158 [============================>.] - ETA: 0s - loss: 5.2814e-05 - mean_squared_error: 5.2814e-05
Epoch 00006: loss did not improve from 0.00005
2158/2158 [==============================] - 11s 5ms/step - loss: 5.2793e-05 - mean_squared_error: 5.2793e-05 - val_loss: 2.8509e-05 - val_mean_squared_error: 2.8509e-05
Epoch 7/500
2156/2158 [============================>.] - ETA: 0s - loss: 4.7785e-05 - mean_squared_error: 4.7785e-05
Epoch 00007: loss improved from 0.00005 to 0.00005, saving model to ./model_LSTM/55\07-0.0000.hdf5
2158/2158 [==============================] - 10s 5ms/step - loss: 4.8222e-05 - mean_squared_error: 4.8222e-05 - val_loss: 2.7415e-05 - val_mean_squared_error: 2.7415e-05
Epoch 8/500
2156/2158 [============================>.] - ETA: 0s - loss: 4.8108e-05 - mean_squared_error: 4.8108e-05
Epoch 00008: loss improved from 0.00005 to 0.00005, saving model to ./model_LSTM/55\08-0.0000.hdf5
2158/2158 [==============================] - 10s 4ms/step - loss: 4.8070e-05 - mean_squared_error: 4.8070e-05 - val_loss: 3.3502e-05 - val_mean_squared_error: 3.3502e-05
Epoch 9/500
2147/2158 [============================>.] - ETA: 0s - loss: 4.5247e-05 - mean_squared_error: 4.5247e-05
Epoch 00009: loss improved from 0.00005 to 0.00005, saving model to ./model_LSTM/55\09-0.0000.hdf5
2158/2158 [==============================] - 9s 4ms/step - loss: 4.5184e-05 - mean_squared_error: 4.5184e-05 - val_loss: 3.9724e-05 - val_mean_squared_error: 3.9724e-05
Epoch 10/500
2151/2158 [============================>.] - ETA: 0s - loss: 6.4400e-05 - mean_squared_error: 6.4400e-05
Epoch 00010: loss did not improve from 0.00005
2158/2158 [==============================] - 13s 6ms/step - loss: 6.4234e-05 - mean_squared_error: 6.4234e-05 - val_loss: 3.3580e-05 - val_mean_squared_error: 3.3580e-05
Epoch 11/500
2153/2158 [============================>.] - ETA: 0s - loss: 4.5197e-05 - mean_squared_error: 4.5197e-05
Epoch 00011: loss improved from 0.00005 to 0.00005, saving model to ./model_LSTM/55\11-0.0000.hdf5
2158/2158 [==============================] - 10s 4ms/step - loss: 4.5108e-05 - mean_squared_error: 4.5108e-05 - val_loss: 3.1195e-05 - val_mean_squared_error: 3.1195e-05
Epoch 12/500
2152/2158 [============================>.] - ETA: 0s - loss: 4.6059e-05 - mean_squared_error: 4.6059e-05
Epoch 00012: loss did not improve from 0.00005
2158/2158 [==============================] - 10s 5ms/step - loss: 4.5950e-05 - mean_squared_error: 4.5950e-05 - val_loss: 3.3033e-05 - val_mean_squared_error: 3.3033e-05
Epoch 13/500
2147/2158 [============================>.] - ETA: 0s - loss: 4.4002e-05 - mean_squared_error: 4.4002e-05
Epoch 00013: loss improved from 0.00005 to 0.00004, saving model to ./model_LSTM/55\13-0.0000.hdf5
2158/2158 [==============================] - 11s 5ms/step - loss: 4.3865e-05 - mean_squared_error: 4.3865e-05 - val_loss: 4.3700e-05 - val_mean_squared_error: 4.3700e-05
Epoch 14/500
2156/2158 [============================>.] - ETA: 0s - loss: 4.3816e-05 - mean_squared_error: 4.3816e-05
Epoch 00014: loss improved from 0.00004 to 0.00004, saving model to ./model_LSTM/55\14-0.0000.hdf5
2158/2158 [==============================] - 10s 5ms/step - loss: 4.3788e-05 - mean_squared_error: 4.3788e-05 - val_loss: 3.1248e-05 - val_mean_squared_error: 3.1248e-05
Epoch 15/500
2155/2158 [============================>.] - ETA: 0s - loss: 4.2275e-05 - mean_squared_error: 4.2275e-05
Epoch 00015: loss improved from 0.00004 to 0.00004, saving model to ./model_LSTM/55\15-0.0000.hdf5
2158/2158 [==============================] - 12s 5ms/step - loss: 4.2219e-05 - mean_squared_error: 4.2219e-05 - val_loss: 3.4753e-05 - val_mean_squared_error: 3.4753e-05
Epoch 16/500
2156/2158 [============================>.] - ETA: 0s - loss: 4.1199e-05 - mean_squared_error: 4.1199e-05
Epoch 00016: loss improved from 0.00004 to 0.00004, saving model to ./model_LSTM/55\16-0.0000.hdf5
2158/2158 [==============================] - 11s 5ms/step - loss: 4.1163e-05 - mean_squared_error: 4.1163e-05 - val_loss: 3.5191e-05 - val_mean_squared_error: 3.5191e-05
Epoch 17/500
2149/2158 [============================>.] - ETA: 0s - loss: 4.2280e-05 - mean_squared_error: 4.2280e-05
Epoch 00017: loss did not improve from 0.00004
2158/2158 [==============================] - 12s 6ms/step - loss: 4.2226e-05 - mean_squared_error: 4.2226e-05 - val_loss: 3.8869e-05 - val_mean_squared_error: 3.8869e-05
Epoch 18/500
2156/2158 [============================>.] - ETA: 0s - loss: 4.1310e-05 - mean_squared_error: 4.1310e-05
Epoch 00018: loss did not improve from 0.00004
2158/2158 [==============================] - 13s 6ms/step - loss: 4.1275e-05 - mean_squared_error: 4.1275e-05 - val_loss: 2.8407e-05 - val_mean_squared_error: 2.8407e-05
Epoch 19/500
2155/2158 [============================>.] - ETA: 0s - loss: 4.2599e-05 - mean_squared_error: 4.2599e-05
Epoch 00019: loss did not improve from 0.00004
2158/2158 [==============================] - 12s 5ms/step - loss: 4.2555e-05 - mean_squared_error: 4.2555e-05 - val_loss: 2.9246e-05 - val_mean_squared_error: 2.9246e-05
Epoch 20/500
2152/2158 [============================>.] - ETA: 0s - loss: 4.1361e-05 - mean_squared_error: 4.1361e-05
Epoch 00020: loss did not improve from 0.00004
2158/2158 [==============================] - 11s 5ms/step - loss: 4.1515e-05 - mean_squared_error: 4.1515e-05 - val_loss: 2.6691e-05 - val_mean_squared_error: 2.6691e-05
Epoch 21/500
2152/2158 [============================>.] - ETA: 0s - loss: 4.1506e-05 - mean_squared_error: 4.1506e-05
Epoch 00021: loss did not improve from 0.00004
2158/2158 [==============================] - 10s 5ms/step - loss: 4.1402e-05 - mean_squared_error: 4.1402e-05 - val_loss: 3.4492e-05 - val_mean_squared_error: 3.4492e-05
Epoch 00021: early stopping
Epoch 1/500
2223/2225 [============================>.] - ETA: 0s - loss: 6.0842e-05 - mean_squared_error: 6.0842e-05
Epoch 00001: loss improved from inf to 0.00006, saving model to ./model_LSTM/56\01-0.0000.hdf5
2225/2225 [==============================] - 10s 4ms/step - loss: 6.0789e-05 - mean_squared_error: 6.0789e-05 - val_loss: 1.5840e-05 - val_mean_squared_error: 1.5840e-05
Epoch 2/500
2217/2225 [============================>.] - ETA: 0s - loss: 5.2003e-05 - mean_squared_error: 5.2003e-05
Epoch 00002: loss improved from 0.00006 to 0.00005, saving model to ./model_LSTM/56\02-0.0000.hdf5
2225/2225 [==============================] - 9s 4ms/step - loss: 5.1832e-05 - mean_squared_error: 5.1832e-05 - val_loss: 3.6380e-05 - val_mean_squared_error: 3.6380e-05
Epoch 3/500
2222/2225 [============================>.] - ETA: 0s - loss: 4.9575e-05 - mean_squared_error: 4.9575e-05
Epoch 00003: loss improved from 0.00005 to 0.00005, saving model to ./model_LSTM/56\03-0.0000.hdf5
2225/2225 [==============================] - 10s 5ms/step - loss: 4.9608e-05 - mean_squared_error: 4.9608e-05 - val_loss: 3.8320e-05 - val_mean_squared_error: 3.8320e-05
Epoch 4/500
2216/2225 [============================>.] - ETA: 0s - loss: 4.9464e-05 - mean_squared_error: 4.9464e-05
Epoch 00004: loss improved from 0.00005 to 0.00005, saving model to ./model_LSTM/56\04-0.0000.hdf5
2225/2225 [==============================] - 11s 5ms/step - loss: 4.9278e-05 - mean_squared_error: 4.9278e-05 - val_loss: 2.9561e-05 - val_mean_squared_error: 2.9561e-05
Epoch 5/500
2217/2225 [============================>.] - ETA: 0s - loss: 4.8810e-05 - mean_squared_error: 4.8810e-05
Epoch 00005: loss improved from 0.00005 to 0.00005, saving model to ./model_LSTM/56\05-0.0000.hdf5
2225/2225 [==============================] - 10s 4ms/step - loss: 4.8757e-05 - mean_squared_error: 4.8757e-05 - val_loss: 1.4721e-05 - val_mean_squared_error: 1.4721e-05
Epoch 6/500
2218/2225 [============================>.] - ETA: 0s - loss: 5.0096e-05 - mean_squared_error: 5.0096e-05
Epoch 00006: loss did not improve from 0.00005
2225/2225 [==============================] - 10s 5ms/step - loss: 5.0025e-05 - mean_squared_error: 5.0025e-05 - val_loss: 4.7186e-05 - val_mean_squared_error: 4.7186e-05
Epoch 7/500
2224/2225 [============================>.] - ETA: 0s - loss: 4.8926e-05 - mean_squared_error: 4.8926e-05
Epoch 00007: loss did not improve from 0.00005
2225/2225 [==============================] - 11s 5ms/step - loss: 4.9003e-05 - mean_squared_error: 4.9003e-05 - val_loss: 4.4989e-05 - val_mean_squared_error: 4.4989e-05
Epoch 8/500
2224/2225 [============================>.] - ETA: 0s - loss: 5.2133e-05 - mean_squared_error: 5.2133e-05
Epoch 00008: loss did not improve from 0.00005
2225/2225 [==============================] - 12s 5ms/step - loss: 5.2151e-05 - mean_squared_error: 5.2151e-05 - val_loss: 1.5257e-05 - val_mean_squared_error: 1.5257e-05
Epoch 9/500
2223/2225 [============================>.] - ETA: 0s - loss: 4.9116e-05 - mean_squared_error: 4.9116e-05
Epoch 00009: loss did not improve from 0.00005
2225/2225 [==============================] - 12s 5ms/step - loss: 4.9075e-05 - mean_squared_error: 4.9075e-05 - val_loss: 1.4677e-05 - val_mean_squared_error: 1.4677e-05
Epoch 10/500
2225/2225 [==============================] - ETA: 0s - loss: 4.8072e-05 - mean_squared_error: 4.8072e-05
Epoch 00010: loss improved from 0.00005 to 0.00005, saving model to ./model_LSTM/56\10-0.0000.hdf5
2225/2225 [==============================] - 13s 6ms/step - loss: 4.8072e-05 - mean_squared_error: 4.8072e-05 - val_loss: 1.8799e-05 - val_mean_squared_error: 1.8799e-05
Epoch 11/500
2219/2225 [============================>.] - ETA: 0s - loss: 4.7187e-05 - mean_squared_error: 4.7187e-05
Epoch 00011: loss improved from 0.00005 to 0.00005, saving model to ./model_LSTM/56\11-0.0000.hdf5
2225/2225 [==============================] - 13s 6ms/step - loss: 4.7273e-05 - mean_squared_error: 4.7273e-05 - val_loss: 1.9178e-05 - val_mean_squared_error: 1.9178e-05
Epoch 12/500
2224/2225 [============================>.] - ETA: 0s - loss: 4.6974e-05 - mean_squared_error: 4.6974e-05
Epoch 00012: loss improved from 0.00005 to 0.00005, saving model to ./model_LSTM/56\12-0.0001.hdf5
2225/2225 [==============================] - 11s 5ms/step - loss: 4.6953e-05 - mean_squared_error: 4.6953e-05 - val_loss: 7.0189e-05 - val_mean_squared_error: 7.0189e-05
Epoch 13/500
2225/2225 [==============================] - ETA: 0s - loss: 4.7847e-05 - mean_squared_error: 4.7847e-05
Epoch 00013: loss did not improve from 0.00005
2225/2225 [==============================] - 10s 5ms/step - loss: 4.7847e-05 - mean_squared_error: 4.7847e-05 - val_loss: 1.5960e-05 - val_mean_squared_error: 1.5960e-05
Epoch 14/500
2223/2225 [============================>.] - ETA: 0s - loss: 4.7786e-05 - mean_squared_error: 4.7786e-05
Epoch 00014: loss did not improve from 0.00005
2225/2225 [==============================] - 10s 4ms/step - loss: 4.7760e-05 - mean_squared_error: 4.7760e-05 - val_loss: 5.8729e-05 - val_mean_squared_error: 5.8729e-05
Epoch 15/500
2217/2225 [============================>.] - ETA: 0s - loss: 4.7712e-05 - mean_squared_error: 4.7712e-05
Epoch 00015: loss did not improve from 0.00005
2225/2225 [==============================] - 9s 4ms/step - loss: 4.7645e-05 - mean_squared_error: 4.7645e-05 - val_loss: 1.5019e-05 - val_mean_squared_error: 1.5019e-05
Epoch 16/500
2221/2225 [============================>.] - ETA: 0s - loss: 4.6947e-05 - mean_squared_error: 4.6947e-05
Epoch 00016: loss improved from 0.00005 to 0.00005, saving model to ./model_LSTM/56\16-0.0000.hdf5
2225/2225 [==============================] - 10s 4ms/step - loss: 4.6869e-05 - mean_squared_error: 4.6869e-05 - val_loss: 1.3995e-05 - val_mean_squared_error: 1.3995e-05
Epoch 17/500
2225/2225 [==============================] - ETA: 0s - loss: 4.6332e-05 - mean_squared_error: 4.6332e-05
Epoch 00017: loss improved from 0.00005 to 0.00005, saving model to ./model_LSTM/56\17-0.0000.hdf5
2225/2225 [==============================] - 10s 4ms/step - loss: 4.6332e-05 - mean_squared_error: 4.6332e-05 - val_loss: 1.8158e-05 - val_mean_squared_error: 1.8158e-05
Epoch 18/500
2222/2225 [============================>.] - ETA: 0s - loss: 4.6131e-05 - mean_squared_error: 4.6131e-05
Epoch 00018: loss did not improve from 0.00005
2225/2225 [==============================] - 10s 5ms/step - loss: 4.6469e-05 - mean_squared_error: 4.6469e-05 - val_loss: 3.4538e-05 - val_mean_squared_error: 3.4538e-05
Epoch 19/500
2225/2225 [==============================] - ETA: 0s - loss: 4.6551e-05 - mean_squared_error: 4.6551e-05
Epoch 00019: loss did not improve from 0.00005
2225/2225 [==============================] - 10s 5ms/step - loss: 4.6551e-05 - mean_squared_error: 4.6551e-05 - val_loss: 1.5377e-05 - val_mean_squared_error: 1.5377e-05
Epoch 20/500
2222/2225 [============================>.] - ETA: 0s - loss: 4.6404e-05 - mean_squared_error: 4.6404e-05
Epoch 00020: loss did not improve from 0.00005
2225/2225 [==============================] - 11s 5ms/step - loss: 4.6345e-05 - mean_squared_error: 4.6345e-05 - val_loss: 1.5942e-05 - val_mean_squared_error: 1.5942e-05
Epoch 21/500
2215/2225 [============================>.] - ETA: 0s - loss: 4.5825e-05 - mean_squared_error: 4.5825e-05
Epoch 00021: loss improved from 0.00005 to 0.00005, saving model to ./model_LSTM/56\21-0.0000.hdf5
2225/2225 [==============================] - 12s 5ms/step - loss: 4.5636e-05 - mean_squared_error: 4.5636e-05 - val_loss: 1.4967e-05 - val_mean_squared_error: 1.4967e-05
Epoch 22/500
2217/2225 [============================>.] - ETA: 0s - loss: 4.5824e-05 - mean_squared_error: 4.5824e-05
Epoch 00022: loss did not improve from 0.00005
2225/2225 [==============================] - 12s 5ms/step - loss: 4.5734e-05 - mean_squared_error: 4.5734e-05 - val_loss: 1.4141e-05 - val_mean_squared_error: 1.4141e-05
Epoch 23/500
2225/2225 [==============================] - ETA: 0s - loss: 4.5668e-05 - mean_squared_error: 4.5668e-05
Epoch 00023: loss did not improve from 0.00005
2225/2225 [==============================] - 14s 6ms/step - loss: 4.5668e-05 - mean_squared_error: 4.5668e-05 - val_loss: 1.5915e-05 - val_mean_squared_error: 1.5915e-05
Epoch 24/500
2224/2225 [============================>.] - ETA: 0s - loss: 4.4222e-05 - mean_squared_error: 4.4222e-05
Epoch 00024: loss improved from 0.00005 to 0.00004, saving model to ./model_LSTM/56\24-0.0000.hdf5
2225/2225 [==============================] - 14s 6ms/step - loss: 4.4203e-05 - mean_squared_error: 4.4203e-05 - val_loss: 1.4719e-05 - val_mean_squared_error: 1.4719e-05
Epoch 25/500
2220/2225 [============================>.] - ETA: 0s - loss: 4.6233e-05 - mean_squared_error: 4.6233e-05
Epoch 00025: loss did not improve from 0.00004
2225/2225 [==============================] - 11s 5ms/step - loss: 4.6151e-05 - mean_squared_error: 4.6151e-05 - val_loss: 1.7026e-05 - val_mean_squared_error: 1.7026e-05
Epoch 26/500
2214/2225 [============================>.] - ETA: 0s - loss: 4.5853e-05 - mean_squared_error: 4.5853e-05
Epoch 00026: loss did not improve from 0.00004
2225/2225 [==============================] - 10s 5ms/step - loss: 4.5929e-05 - mean_squared_error: 4.5929e-05 - val_loss: 1.5762e-05 - val_mean_squared_error: 1.5762e-05
Epoch 27/500
2220/2225 [============================>.] - ETA: 0s - loss: 4.5336e-05 - mean_squared_error: 4.5336e-05
Epoch 00027: loss did not improve from 0.00004
2225/2225 [==============================] - 10s 4ms/step - loss: 4.5320e-05 - mean_squared_error: 4.5320e-05 - val_loss: 3.2589e-05 - val_mean_squared_error: 3.2589e-05
Epoch 28/500
2214/2225 [============================>.] - ETA: 0s - loss: 4.6052e-05 - mean_squared_error: 4.6052e-05
Epoch 00028: loss did not improve from 0.00004
2225/2225 [==============================] - 9s 4ms/step - loss: 4.5842e-05 - mean_squared_error: 4.5842e-05 - val_loss: 1.4290e-05 - val_mean_squared_error: 1.4290e-05
Epoch 29/500
2224/2225 [============================>.] - ETA: 0s - loss: 4.4656e-05 - mean_squared_error: 4.4656e-05
Epoch 00029: loss did not improve from 0.00004
2225/2225 [==============================] - 10s 4ms/step - loss: 4.4638e-05 - mean_squared_error: 4.4638e-05 - val_loss: 1.6906e-05 - val_mean_squared_error: 1.6906e-05
Epoch 00029: early stopping
Epoch 1/500
1656/1667 [============================>.] - ETA: 0s - loss: 1.3705e-04 - mean_squared_error: 1.3705e-04
Epoch 00001: loss improved from inf to 0.00014, saving model to ./model_LSTM/57\01-0.0000.hdf5
1667/1667 [==============================] - 9s 5ms/step - loss: 1.3663e-04 - mean_squared_error: 1.3663e-04 - val_loss: 2.1025e-05 - val_mean_squared_error: 2.1025e-05
Epoch 2/500
1666/1667 [============================>.] - ETA: 0s - loss: 1.2766e-04 - mean_squared_error: 1.2766e-04
Epoch 00002: loss improved from 0.00014 to 0.00013, saving model to ./model_LSTM/57\02-0.0000.hdf5
1667/1667 [==============================] - 9s 5ms/step - loss: 1.2763e-04 - mean_squared_error: 1.2763e-04 - val_loss: 2.5990e-05 - val_mean_squared_error: 2.5990e-05
Epoch 3/500
1664/1667 [============================>.] - ETA: 0s - loss: 1.2210e-04 - mean_squared_error: 1.2210e-04
Epoch 00003: loss improved from 0.00013 to 0.00012, saving model to ./model_LSTM/57\03-0.0000.hdf5
1667/1667 [==============================] - 9s 5ms/step - loss: 1.2193e-04 - mean_squared_error: 1.2193e-04 - val_loss: 2.2665e-05 - val_mean_squared_error: 2.2665e-05
Epoch 4/500
1664/1667 [============================>.] - ETA: 0s - loss: 1.2017e-04 - mean_squared_error: 1.2017e-04
Epoch 00004: loss improved from 0.00012 to 0.00012, saving model to ./model_LSTM/57\04-0.0000.hdf5
1667/1667 [==============================] - 9s 5ms/step - loss: 1.2027e-04 - mean_squared_error: 1.2027e-04 - val_loss: 2.1144e-05 - val_mean_squared_error: 2.1144e-05
Epoch 5/500
1667/1667 [==============================] - ETA: 0s - loss: 1.1627e-04 - mean_squared_error: 1.1627e-04
Epoch 00005: loss improved from 0.00012 to 0.00012, saving model to ./model_LSTM/57\05-0.0000.hdf5
1667/1667 [==============================] - 10s 6ms/step - loss: 1.1627e-04 - mean_squared_error: 1.1627e-04 - val_loss: 2.0379e-05 - val_mean_squared_error: 2.0379e-05
Epoch 6/500
1665/1667 [============================>.] - ETA: 0s - loss: 1.1293e-04 - mean_squared_error: 1.1293e-04
Epoch 00006: loss improved from 0.00012 to 0.00011, saving model to ./model_LSTM/57\06-0.0000.hdf5
1667/1667 [==============================] - 10s 6ms/step - loss: 1.1283e-04 - mean_squared_error: 1.1283e-04 - val_loss: 2.7175e-05 - val_mean_squared_error: 2.7175e-05
Epoch 7/500
1665/1667 [============================>.] - ETA: 0s - loss: 1.1386e-04 - mean_squared_error: 1.1386e-04
Epoch 00007: loss did not improve from 0.00011
1667/1667 [==============================] - 10s 6ms/step - loss: 1.1384e-04 - mean_squared_error: 1.1384e-04 - val_loss: 2.0008e-05 - val_mean_squared_error: 2.0008e-05
Epoch 8/500
1666/1667 [============================>.] - ETA: 0s - loss: 1.1183e-04 - mean_squared_error: 1.1183e-04
Epoch 00008: loss improved from 0.00011 to 0.00011, saving model to ./model_LSTM/57\08-0.0000.hdf5
1667/1667 [==============================] - 11s 7ms/step - loss: 1.1180e-04 - mean_squared_error: 1.1180e-04 - val_loss: 2.0812e-05 - val_mean_squared_error: 2.0812e-05
Epoch 9/500
1661/1667 [============================>.] - ETA: 0s - loss: 1.1099e-04 - mean_squared_error: 1.1099e-04
Epoch 00009: loss improved from 0.00011 to 0.00011, saving model to ./model_LSTM/57\09-0.0000.hdf5
1667/1667 [==============================] - 12s 7ms/step - loss: 1.1133e-04 - mean_squared_error: 1.1133e-04 - val_loss: 2.1680e-05 - val_mean_squared_error: 2.1680e-05
Epoch 10/500
1662/1667 [============================>.] - ETA: 0s - loss: 1.0837e-04 - mean_squared_error: 1.0837e-04
Epoch 00010: loss improved from 0.00011 to 0.00011, saving model to ./model_LSTM/57\10-0.0000.hdf5
1667/1667 [==============================] - 13s 7ms/step - loss: 1.0815e-04 - mean_squared_error: 1.0815e-04 - val_loss: 2.0679e-05 - val_mean_squared_error: 2.0679e-05
Epoch 11/500
1665/1667 [============================>.] - ETA: 0s - loss: 1.0902e-04 - mean_squared_error: 1.0902e-04
Epoch 00011: loss did not improve from 0.00011
1667/1667 [==============================] - 11s 6ms/step - loss: 1.0892e-04 - mean_squared_error: 1.0892e-04 - val_loss: 1.9930e-05 - val_mean_squared_error: 1.9930e-05
Epoch 12/500
1667/1667 [==============================] - ETA: 0s - loss: 1.0923e-04 - mean_squared_error: 1.0923e-04
Epoch 00012: loss did not improve from 0.00011
1667/1667 [==============================] - 10s 6ms/step - loss: 1.0923e-04 - mean_squared_error: 1.0923e-04 - val_loss: 1.9881e-05 - val_mean_squared_error: 1.9881e-05
Epoch 13/500
1662/1667 [============================>.] - ETA: 0s - loss: 1.0554e-04 - mean_squared_error: 1.0554e-04
Epoch 00013: loss improved from 0.00011 to 0.00011, saving model to ./model_LSTM/57\13-0.0000.hdf5
1667/1667 [==============================] - 9s 5ms/step - loss: 1.0567e-04 - mean_squared_error: 1.0567e-04 - val_loss: 2.1058e-05 - val_mean_squared_error: 2.1058e-05
Epoch 14/500
1664/1667 [============================>.] - ETA: 0s - loss: 1.0342e-04 - mean_squared_error: 1.0342e-04
Epoch 00014: loss improved from 0.00011 to 0.00010, saving model to ./model_LSTM/57\14-0.0000.hdf5
1667/1667 [==============================] - 9s 5ms/step - loss: 1.0327e-04 - mean_squared_error: 1.0327e-04 - val_loss: 1.8836e-05 - val_mean_squared_error: 1.8836e-05
Epoch 15/500
1667/1667 [==============================] - ETA: 0s - loss: 1.0431e-04 - mean_squared_error: 1.0431e-04
Epoch 00015: loss did not improve from 0.00010
1667/1667 [==============================] - 9s 5ms/step - loss: 1.0431e-04 - mean_squared_error: 1.0431e-04 - val_loss: 1.9887e-05 - val_mean_squared_error: 1.9887e-05
Epoch 16/500
1658/1667 [============================>.] - ETA: 0s - loss: 1.0323e-04 - mean_squared_error: 1.0323e-04
Epoch 00016: loss improved from 0.00010 to 0.00010, saving model to ./model_LSTM/57\16-0.0000.hdf5
1667/1667 [==============================] - 9s 5ms/step - loss: 1.0295e-04 - mean_squared_error: 1.0295e-04 - val_loss: 2.1912e-05 - val_mean_squared_error: 2.1912e-05
Epoch 17/500
1667/1667 [==============================] - ETA: 0s - loss: 1.0321e-04 - mean_squared_error: 1.0321e-04
Epoch 00017: loss did not improve from 0.00010
1667/1667 [==============================] - 9s 5ms/step - loss: 1.0321e-04 - mean_squared_error: 1.0321e-04 - val_loss: 1.9136e-05 - val_mean_squared_error: 1.9136e-05
Epoch 18/500
1661/1667 [============================>.] - ETA: 0s - loss: 1.0349e-04 - mean_squared_error: 1.0349e-04
Epoch 00018: loss did not improve from 0.00010
1667/1667 [==============================] - 10s 6ms/step - loss: 1.0321e-04 - mean_squared_error: 1.0321e-04 - val_loss: 2.0333e-05 - val_mean_squared_error: 2.0333e-05
Epoch 19/500
1661/1667 [============================>.] - ETA: 0s - loss: 1.0511e-04 - mean_squared_error: 1.0511e-04
Epoch 00019: loss did not improve from 0.00010
1667/1667 [==============================] - 9s 6ms/step - loss: 1.0479e-04 - mean_squared_error: 1.0479e-04 - val_loss: 1.9988e-05 - val_mean_squared_error: 1.9988e-05
Epoch 20/500
1660/1667 [============================>.] - ETA: 0s - loss: 1.0324e-04 - mean_squared_error: 1.0324e-04
Epoch 00020: loss did not improve from 0.00010
1667/1667 [==============================] - 10s 6ms/step - loss: 1.0301e-04 - mean_squared_error: 1.0301e-04 - val_loss: 2.2463e-05 - val_mean_squared_error: 2.2463e-05
Epoch 21/500
1664/1667 [============================>.] - ETA: 0s - loss: 1.0051e-04 - mean_squared_error: 1.0051e-04
Epoch 00021: loss improved from 0.00010 to 0.00010, saving model to ./model_LSTM/57\21-0.0000.hdf5
1667/1667 [==============================] - 10s 6ms/step - loss: 1.0039e-04 - mean_squared_error: 1.0039e-04 - val_loss: 2.7165e-05 - val_mean_squared_error: 2.7165e-05
Epoch 22/500
1664/1667 [============================>.] - ETA: 0s - loss: 1.0061e-04 - mean_squared_error: 1.0061e-04
Epoch 00022: loss did not improve from 0.00010
1667/1667 [==============================] - 11s 6ms/step - loss: 1.0047e-04 - mean_squared_error: 1.0047e-04 - val_loss: 2.0676e-05 - val_mean_squared_error: 2.0676e-05
Epoch 23/500
1666/1667 [============================>.] - ETA: 0s - loss: 1.0627e-04 - mean_squared_error: 1.0627e-04
Epoch 00023: loss did not improve from 0.00010
1667/1667 [==============================] - 11s 7ms/step - loss: 1.0624e-04 - mean_squared_error: 1.0624e-04 - val_loss: 2.0216e-05 - val_mean_squared_error: 2.0216e-05
Epoch 24/500
1664/1667 [============================>.] - ETA: 0s - loss: 1.0042e-04 - mean_squared_error: 1.0042e-04
Epoch 00024: loss improved from 0.00010 to 0.00010, saving model to ./model_LSTM/57\24-0.0000.hdf5
1667/1667 [==============================] - 12s 7ms/step - loss: 1.0028e-04 - mean_squared_error: 1.0028e-04 - val_loss: 2.0154e-05 - val_mean_squared_error: 2.0154e-05
Epoch 25/500
1667/1667 [==============================] - ETA: 0s - loss: 1.0101e-04 - mean_squared_error: 1.0101e-04
Epoch 00025: loss did not improve from 0.00010
1667/1667 [==============================] - 11s 7ms/step - loss: 1.0101e-04 - mean_squared_error: 1.0101e-04 - val_loss: 2.3292e-05 - val_mean_squared_error: 2.3292e-05
Epoch 26/500
1660/1667 [============================>.] - ETA: 0s - loss: 9.8962e-05 - mean_squared_error: 9.8962e-05
Epoch 00026: loss improved from 0.00010 to 0.00010, saving model to ./model_LSTM/57\26-0.0000.hdf5
1667/1667 [==============================] - 10s 6ms/step - loss: 9.8812e-05 - mean_squared_error: 9.8812e-05 - val_loss: 2.2532e-05 - val_mean_squared_error: 2.2532e-05
Epoch 27/500
1661/1667 [============================>.] - ETA: 0s - loss: 9.7453e-05 - mean_squared_error: 9.7453e-05
Epoch 00027: loss improved from 0.00010 to 0.00010, saving model to ./model_LSTM/57\27-0.0000.hdf5
1667/1667 [==============================] - 10s 6ms/step - loss: 9.7495e-05 - mean_squared_error: 9.7495e-05 - val_loss: 2.5620e-05 - val_mean_squared_error: 2.5620e-05
Epoch 28/500
1662/1667 [============================>.] - ETA: 0s - loss: 1.0059e-04 - mean_squared_error: 1.0059e-04
Epoch 00028: loss did not improve from 0.00010
1667/1667 [==============================] - 9s 5ms/step - loss: 1.0033e-04 - mean_squared_error: 1.0033e-04 - val_loss: 2.1382e-05 - val_mean_squared_error: 2.1382e-05
Epoch 29/500
1664/1667 [============================>.] - ETA: 0s - loss: 1.0135e-04 - mean_squared_error: 1.0135e-04
Epoch 00029: loss did not improve from 0.00010
1667/1667 [==============================] - 9s 5ms/step - loss: 1.0129e-04 - mean_squared_error: 1.0129e-04 - val_loss: 4.5944e-05 - val_mean_squared_error: 4.5944e-05
Epoch 30/500
1663/1667 [============================>.] - ETA: 0s - loss: 9.7224e-05 - mean_squared_error: 9.7224e-05
Epoch 00030: loss improved from 0.00010 to 0.00010, saving model to ./model_LSTM/57\30-0.0000.hdf5
1667/1667 [==============================] - 9s 5ms/step - loss: 9.7323e-05 - mean_squared_error: 9.7323e-05 - val_loss: 2.1588e-05 - val_mean_squared_error: 2.1588e-05
Epoch 31/500
1657/1667 [============================>.] - ETA: 0s - loss: 9.7730e-05 - mean_squared_error: 9.7730e-05
Epoch 00031: loss did not improve from 0.00010
1667/1667 [==============================] - 9s 5ms/step - loss: 9.7587e-05 - mean_squared_error: 9.7587e-05 - val_loss: 2.4423e-05 - val_mean_squared_error: 2.4423e-05
Epoch 32/500
1663/1667 [============================>.] - ETA: 0s - loss: 9.5998e-05 - mean_squared_error: 9.5998e-05
Epoch 00032: loss improved from 0.00010 to 0.00010, saving model to ./model_LSTM/57\32-0.0000.hdf5
1667/1667 [==============================] - 9s 5ms/step - loss: 9.5801e-05 - mean_squared_error: 9.5801e-05 - val_loss: 2.1166e-05 - val_mean_squared_error: 2.1166e-05
Epoch 33/500
1660/1667 [============================>.] - ETA: 0s - loss: 9.8247e-05 - mean_squared_error: 9.8247e-05
Epoch 00033: loss did not improve from 0.00010
1667/1667 [==============================] - 9s 5ms/step - loss: 9.7872e-05 - mean_squared_error: 9.7872e-05 - val_loss: 2.0072e-05 - val_mean_squared_error: 2.0072e-05
Epoch 34/500
1663/1667 [============================>.] - ETA: 0s - loss: 9.6554e-05 - mean_squared_error: 9.6554e-05
Epoch 00034: loss did not improve from 0.00010
1667/1667 [==============================] - 10s 6ms/step - loss: 9.6385e-05 - mean_squared_error: 9.6385e-05 - val_loss: 2.1087e-05 - val_mean_squared_error: 2.1087e-05
Epoch 35/500
1665/1667 [============================>.] - ETA: 0s - loss: 9.3547e-05 - mean_squared_error: 9.3547e-05
Epoch 00035: loss improved from 0.00010 to 0.00009, saving model to ./model_LSTM/57\35-0.0000.hdf5
1667/1667 [==============================] - 10s 6ms/step - loss: 9.3529e-05 - mean_squared_error: 9.3529e-05 - val_loss: 2.3244e-05 - val_mean_squared_error: 2.3244e-05
Epoch 36/500
1666/1667 [============================>.] - ETA: 0s - loss: 9.7946e-05 - mean_squared_error: 9.7946e-05
Epoch 00036: loss did not improve from 0.00009
1667/1667 [==============================] - 11s 6ms/step - loss: 9.7926e-05 - mean_squared_error: 9.7926e-05 - val_loss: 2.8997e-05 - val_mean_squared_error: 2.8997e-05
Epoch 37/500
1665/1667 [============================>.] - ETA: 0s - loss: 9.6215e-05 - mean_squared_error: 9.6215e-05
Epoch 00037: loss did not improve from 0.00009
1667/1667 [==============================] - 14s 9ms/step - loss: 9.6165e-05 - mean_squared_error: 9.6165e-05 - val_loss: 2.3365e-05 - val_mean_squared_error: 2.3365e-05
Epoch 38/500
1665/1667 [============================>.] - ETA: 0s - loss: 9.5247e-05 - mean_squared_error: 9.5247e-05
Epoch 00038: loss did not improve from 0.00009
1667/1667 [==============================] - 16s 9ms/step - loss: 9.5174e-05 - mean_squared_error: 9.5174e-05 - val_loss: 3.1497e-05 - val_mean_squared_error: 3.1497e-05
Epoch 39/500
1666/1667 [============================>.] - ETA: 0s - loss: 9.1586e-05 - mean_squared_error: 9.1586e-05
Epoch 00039: loss improved from 0.00009 to 0.00009, saving model to ./model_LSTM/57\39-0.0000.hdf5
1667/1667 [==============================] - 12s 7ms/step - loss: 9.1570e-05 - mean_squared_error: 9.1570e-05 - val_loss: 2.1279e-05 - val_mean_squared_error: 2.1279e-05
Epoch 40/500
1666/1667 [============================>.] - ETA: 0s - loss: 9.3196e-05 - mean_squared_error: 9.3196e-05
Epoch 00040: loss did not improve from 0.00009
1667/1667 [==============================] - 10s 6ms/step - loss: 9.3171e-05 - mean_squared_error: 9.3171e-05 - val_loss: 2.1840e-05 - val_mean_squared_error: 2.1840e-05
Epoch 41/500
1662/1667 [============================>.] - ETA: 0s - loss: 1.0201e-04 - mean_squared_error: 1.0201e-04
Epoch 00041: loss did not improve from 0.00009
1667/1667 [==============================] - 10s 6ms/step - loss: 1.0180e-04 - mean_squared_error: 1.0180e-04 - val_loss: 2.0478e-05 - val_mean_squared_error: 2.0478e-05
Epoch 42/500
1666/1667 [============================>.] - ETA: 0s - loss: 9.4722e-05 - mean_squared_error: 9.4722e-05
Epoch 00042: loss did not improve from 0.00009
1667/1667 [==============================] - 9s 5ms/step - loss: 9.4697e-05 - mean_squared_error: 9.4697e-05 - val_loss: 2.2171e-05 - val_mean_squared_error: 2.2171e-05
Epoch 43/500
1659/1667 [============================>.] - ETA: 0s - loss: 9.5465e-05 - mean_squared_error: 9.5465e-05
Epoch 00043: loss did not improve from 0.00009
1667/1667 [==============================] - 8s 5ms/step - loss: 9.5062e-05 - mean_squared_error: 9.5062e-05 - val_loss: 2.0734e-05 - val_mean_squared_error: 2.0734e-05
Epoch 44/500
1666/1667 [============================>.] - ETA: 0s - loss: 8.9535e-05 - mean_squared_error: 8.9535e-05
Epoch 00044: loss improved from 0.00009 to 0.00009, saving model to ./model_LSTM/57\44-0.0000.hdf5
1667/1667 [==============================] - 9s 5ms/step - loss: 8.9512e-05 - mean_squared_error: 8.9512e-05 - val_loss: 2.1179e-05 - val_mean_squared_error: 2.1179e-05
Epoch 45/500
1663/1667 [============================>.] - ETA: 0s - loss: 9.3769e-05 - mean_squared_error: 9.3769e-05
Epoch 00045: loss did not improve from 0.00009
1667/1667 [==============================] - 9s 5ms/step - loss: 9.3584e-05 - mean_squared_error: 9.3584e-05 - val_loss: 2.2594e-05 - val_mean_squared_error: 2.2594e-05
Epoch 46/500
1666/1667 [============================>.] - ETA: 0s - loss: 9.2543e-05 - mean_squared_error: 9.2543e-05
Epoch 00046: loss did not improve from 0.00009
1667/1667 [==============================] - 9s 5ms/step - loss: 9.2521e-05 - mean_squared_error: 9.2521e-05 - val_loss: 2.6714e-05 - val_mean_squared_error: 2.6714e-05
Epoch 47/500
1659/1667 [============================>.] - ETA: 0s - loss: 9.0272e-05 - mean_squared_error: 9.0272e-05
Epoch 00047: loss did not improve from 0.00009
1667/1667 [==============================] - 10s 6ms/step - loss: 8.9878e-05 - mean_squared_error: 8.9878e-05 - val_loss: 2.1169e-05 - val_mean_squared_error: 2.1169e-05
Epoch 48/500
1663/1667 [============================>.] - ETA: 0s - loss: 9.2914e-05 - mean_squared_error: 9.2914e-05
Epoch 00048: loss did not improve from 0.00009
1667/1667 [==============================] - 10s 6ms/step - loss: 9.2938e-05 - mean_squared_error: 9.2938e-05 - val_loss: 2.1178e-05 - val_mean_squared_error: 2.1178e-05
Epoch 49/500
1661/1667 [============================>.] - ETA: 0s - loss: 8.7573e-05 - mean_squared_error: 8.7573e-05
Epoch 00049: loss improved from 0.00009 to 0.00009, saving model to ./model_LSTM/57\49-0.0000.hdf5
1667/1667 [==============================] - 10s 6ms/step - loss: 8.7921e-05 - mean_squared_error: 8.7921e-05 - val_loss: 2.1746e-05 - val_mean_squared_error: 2.1746e-05
Epoch 50/500
1666/1667 [============================>.] - ETA: 0s - loss: 8.9221e-05 - mean_squared_error: 8.9221e-05
Epoch 00050: loss did not improve from 0.00009
1667/1667 [==============================] - 10s 6ms/step - loss: 8.9199e-05 - mean_squared_error: 8.9199e-05 - val_loss: 2.2813e-05 - val_mean_squared_error: 2.2813e-05
Epoch 51/500
1662/1667 [============================>.] - ETA: 0s - loss: 9.1058e-05 - mean_squared_error: 9.1058e-05
Epoch 00051: loss did not improve from 0.00009
1667/1667 [==============================] - 11s 6ms/step - loss: 9.0820e-05 - mean_squared_error: 9.0820e-05 - val_loss: 2.3871e-05 - val_mean_squared_error: 2.3871e-05
Epoch 52/500
1666/1667 [============================>.] - ETA: 0s - loss: 8.8331e-05 - mean_squared_error: 8.8331e-05
Epoch 00052: loss did not improve from 0.00009
1667/1667 [==============================] - 13s 8ms/step - loss: 8.8307e-05 - mean_squared_error: 8.8307e-05 - val_loss: 1.9835e-05 - val_mean_squared_error: 1.9835e-05
Epoch 53/500
1662/1667 [============================>.] - ETA: 0s - loss: 8.8643e-05 - mean_squared_error: 8.8643e-05
Epoch 00053: loss did not improve from 0.00009
1667/1667 [==============================] - 12s 7ms/step - loss: 8.9752e-05 - mean_squared_error: 8.9752e-05 - val_loss: 3.2686e-05 - val_mean_squared_error: 3.2686e-05
Epoch 54/500
1662/1667 [============================>.] - ETA: 0s - loss: 8.9830e-05 - mean_squared_error: 8.9830e-05
Epoch 00054: loss did not improve from 0.00009
1667/1667 [==============================] - 10s 6ms/step - loss: 8.9989e-05 - mean_squared_error: 8.9989e-05 - val_loss: 2.1189e-05 - val_mean_squared_error: 2.1189e-05
Epoch 00054: early stopping
Epoch 1/500
938/946 [============================>.] - ETA: 0s - loss: 7.6904e-05 - mean_squared_error: 7.6904e-05
Epoch 00001: loss improved from inf to 0.00008, saving model to ./model_LSTM/58\01-0.0003.hdf5
946/946 [==============================] - 6s 6ms/step - loss: 7.6461e-05 - mean_squared_error: 7.6461e-05 - val_loss: 2.5828e-04 - val_mean_squared_error: 2.5828e-04
Epoch 2/500
937/946 [============================>.] - ETA: 0s - loss: 6.1530e-05 - mean_squared_error: 6.1530e-05
Epoch 00002: loss improved from 0.00008 to 0.00006, saving model to ./model_LSTM/58\02-0.0002.hdf5
946/946 [==============================] - 5s 6ms/step - loss: 6.1552e-05 - mean_squared_error: 6.1552e-05 - val_loss: 1.9831e-04 - val_mean_squared_error: 1.9831e-04
Epoch 3/500
942/946 [============================>.] - ETA: 0s - loss: 6.0489e-05 - mean_squared_error: 6.0489e-05
Epoch 00003: loss improved from 0.00006 to 0.00006, saving model to ./model_LSTM/58\03-0.0002.hdf5
946/946 [==============================] - 5s 6ms/step - loss: 6.1059e-05 - mean_squared_error: 6.1059e-05 - val_loss: 1.9823e-04 - val_mean_squared_error: 1.9823e-04
Epoch 4/500
939/946 [============================>.] - ETA: 0s - loss: 5.5362e-05 - mean_squared_error: 5.5362e-05
Epoch 00004: loss improved from 0.00006 to 0.00006, saving model to ./model_LSTM/58\04-0.0002.hdf5
946/946 [==============================] - 5s 5ms/step - loss: 5.5537e-05 - mean_squared_error: 5.5537e-05 - val_loss: 2.4804e-04 - val_mean_squared_error: 2.4804e-04
Epoch 5/500
940/946 [============================>.] - ETA: 0s - loss: 5.1882e-05 - mean_squared_error: 5.1882e-05
Epoch 00005: loss improved from 0.00006 to 0.00005, saving model to ./model_LSTM/58\05-0.0002.hdf5
946/946 [==============================] - 5s 5ms/step - loss: 5.1646e-05 - mean_squared_error: 5.1646e-05 - val_loss: 2.3593e-04 - val_mean_squared_error: 2.3593e-04
Epoch 6/500
946/946 [==============================] - ETA: 0s - loss: 5.0162e-05 - mean_squared_error: 5.0162e-05
Epoch 00006: loss improved from 0.00005 to 0.00005, saving model to ./model_LSTM/58\06-0.0002.hdf5
946/946 [==============================] - 5s 5ms/step - loss: 5.0162e-05 - mean_squared_error: 5.0162e-05 - val_loss: 1.7353e-04 - val_mean_squared_error: 1.7353e-04
Epoch 7/500
936/946 [============================>.] - ETA: 0s - loss: 4.8904e-05 - mean_squared_error: 4.8904e-05
Epoch 00007: loss improved from 0.00005 to 0.00005, saving model to ./model_LSTM/58\07-0.0002.hdf5
946/946 [==============================] - 5s 5ms/step - loss: 4.8947e-05 - mean_squared_error: 4.8947e-05 - val_loss: 1.7139e-04 - val_mean_squared_error: 1.7139e-04
Epoch 8/500
944/946 [============================>.] - ETA: 0s - loss: 4.7325e-05 - mean_squared_error: 4.7325e-05
Epoch 00008: loss improved from 0.00005 to 0.00005, saving model to ./model_LSTM/58\08-0.0001.hdf5
946/946 [==============================] - 5s 5ms/step - loss: 4.7258e-05 - mean_squared_error: 4.7258e-05 - val_loss: 1.4193e-04 - val_mean_squared_error: 1.4193e-04
Epoch 9/500
942/946 [============================>.] - ETA: 0s - loss: 4.5941e-05 - mean_squared_error: 4.5941e-05
Epoch 00009: loss improved from 0.00005 to 0.00005, saving model to ./model_LSTM/58\09-0.0002.hdf5
946/946 [==============================] - 5s 5ms/step - loss: 4.5976e-05 - mean_squared_error: 4.5976e-05 - val_loss: 2.1930e-04 - val_mean_squared_error: 2.1930e-04
Epoch 10/500
939/946 [============================>.] - ETA: 0s - loss: 4.5276e-05 - mean_squared_error: 4.5276e-05
Epoch 00010: loss improved from 0.00005 to 0.00005, saving model to ./model_LSTM/58\10-0.0003.hdf5
946/946 [==============================] - 5s 5ms/step - loss: 4.5065e-05 - mean_squared_error: 4.5065e-05 - val_loss: 2.6132e-04 - val_mean_squared_error: 2.6132e-04
Epoch 11/500
940/946 [============================>.] - ETA: 0s - loss: 4.4391e-05 - mean_squared_error: 4.4391e-05
Epoch 00011: loss improved from 0.00005 to 0.00004, saving model to ./model_LSTM/58\11-0.0002.hdf5
946/946 [==============================] - 5s 5ms/step - loss: 4.4368e-05 - mean_squared_error: 4.4368e-05 - val_loss: 2.2716e-04 - val_mean_squared_error: 2.2716e-04
Epoch 12/500
940/946 [============================>.] - ETA: 0s - loss: 4.4640e-05 - mean_squared_error: 4.4640e-05
Epoch 00012: loss did not improve from 0.00004
946/946 [==============================] - 5s 5ms/step - loss: 4.4474e-05 - mean_squared_error: 4.4474e-05 - val_loss: 2.1253e-04 - val_mean_squared_error: 2.1253e-04
Epoch 13/500
939/946 [============================>.] - ETA: 0s - loss: 4.3006e-05 - mean_squared_error: 4.3006e-05
Epoch 00013: loss improved from 0.00004 to 0.00004, saving model to ./model_LSTM/58\13-0.0002.hdf5
946/946 [==============================] - 5s 5ms/step - loss: 4.2853e-05 - mean_squared_error: 4.2853e-05 - val_loss: 2.2031e-04 - val_mean_squared_error: 2.2031e-04
Epoch 14/500
946/946 [==============================] - ETA: 0s - loss: 4.2151e-05 - mean_squared_error: 4.2151e-05
Epoch 00014: loss improved from 0.00004 to 0.00004, saving model to ./model_LSTM/58\14-0.0002.hdf5
946/946 [==============================] - 5s 6ms/step - loss: 4.2151e-05 - mean_squared_error: 4.2151e-05 - val_loss: 2.4712e-04 - val_mean_squared_error: 2.4712e-04
Epoch 15/500
945/946 [============================>.] - ETA: 0s - loss: 4.4133e-05 - mean_squared_error: 4.4133e-05
Epoch 00015: loss did not improve from 0.00004
946/946 [==============================] - 6s 6ms/step - loss: 4.4121e-05 - mean_squared_error: 4.4121e-05 - val_loss: 2.0216e-04 - val_mean_squared_error: 2.0216e-04
Epoch 16/500
945/946 [============================>.] - ETA: 0s - loss: 4.1259e-05 - mean_squared_error: 4.1259e-05
Epoch 00016: loss improved from 0.00004 to 0.00004, saving model to ./model_LSTM/58\16-0.0002.hdf5
946/946 [==============================] - 6s 6ms/step - loss: 4.1249e-05 - mean_squared_error: 4.1249e-05 - val_loss: 2.2201e-04 - val_mean_squared_error: 2.2201e-04
Epoch 17/500
942/946 [============================>.] - ETA: 0s - loss: 4.0866e-05 - mean_squared_error: 4.0866e-05
Epoch 00017: loss improved from 0.00004 to 0.00004, saving model to ./model_LSTM/58\17-0.0002.hdf5
946/946 [==============================] - 5s 6ms/step - loss: 4.0827e-05 - mean_squared_error: 4.0827e-05 - val_loss: 1.8435e-04 - val_mean_squared_error: 1.8435e-04
Epoch 18/500
937/946 [============================>.] - ETA: 0s - loss: 4.1529e-05 - mean_squared_error: 4.1529e-05
Epoch 00018: loss did not improve from 0.00004
946/946 [==============================] - 6s 6ms/step - loss: 4.1366e-05 - mean_squared_error: 4.1366e-05 - val_loss: 2.1896e-04 - val_mean_squared_error: 2.1896e-04
Epoch 19/500
942/946 [============================>.] - ETA: 0s - loss: 4.0448e-05 - mean_squared_error: 4.0448e-05
Epoch 00019: loss improved from 0.00004 to 0.00004, saving model to ./model_LSTM/58\19-0.0003.hdf5
946/946 [==============================] - 6s 6ms/step - loss: 4.0326e-05 - mean_squared_error: 4.0326e-05 - val_loss: 2.7083e-04 - val_mean_squared_error: 2.7083e-04
Epoch 20/500
942/946 [============================>.] - ETA: 0s - loss: 4.2538e-05 - mean_squared_error: 4.2538e-05
Epoch 00020: loss did not improve from 0.00004
946/946 [==============================] - 6s 6ms/step - loss: 4.2411e-05 - mean_squared_error: 4.2411e-05 - val_loss: 1.8157e-04 - val_mean_squared_error: 1.8157e-04
Epoch 21/500
939/946 [============================>.] - ETA: 0s - loss: 4.0294e-05 - mean_squared_error: 4.0294e-05
Epoch 00021: loss did not improve from 0.00004
946/946 [==============================] - 6s 6ms/step - loss: 4.0482e-05 - mean_squared_error: 4.0482e-05 - val_loss: 1.5481e-04 - val_mean_squared_error: 1.5481e-04
Epoch 22/500
943/946 [============================>.] - ETA: 0s - loss: 4.3780e-05 - mean_squared_error: 4.3780e-05
Epoch 00022: loss did not improve from 0.00004
946/946 [==============================] - 6s 7ms/step - loss: 4.3677e-05 - mean_squared_error: 4.3677e-05 - val_loss: 1.4964e-04 - val_mean_squared_error: 1.4964e-04
Epoch 23/500
941/946 [============================>.] - ETA: 0s - loss: 3.9455e-05 - mean_squared_error: 3.9455e-05
Epoch 00023: loss improved from 0.00004 to 0.00004, saving model to ./model_LSTM/58\23-0.0002.hdf5
946/946 [==============================] - 7s 7ms/step - loss: 3.9836e-05 - mean_squared_error: 3.9836e-05 - val_loss: 1.7671e-04 - val_mean_squared_error: 1.7671e-04
Epoch 24/500
940/946 [============================>.] - ETA: 0s - loss: 3.8819e-05 - mean_squared_error: 3.8819e-05
Epoch 00024: loss improved from 0.00004 to 0.00004, saving model to ./model_LSTM/58\24-0.0002.hdf5
946/946 [==============================] - 7s 8ms/step - loss: 3.8672e-05 - mean_squared_error: 3.8672e-05 - val_loss: 1.6684e-04 - val_mean_squared_error: 1.6684e-04
Epoch 25/500
939/946 [============================>.] - ETA: 0s - loss: 3.9485e-05 - mean_squared_error: 3.9485e-05
Epoch 00025: loss did not improve from 0.00004
946/946 [==============================] - 7s 7ms/step - loss: 3.9402e-05 - mean_squared_error: 3.9402e-05 - val_loss: 1.7967e-04 - val_mean_squared_error: 1.7967e-04
Epoch 26/500
939/946 [============================>.] - ETA: 0s - loss: 3.7047e-05 - mean_squared_error: 3.7047e-05
Epoch 00026: loss improved from 0.00004 to 0.00004, saving model to ./model_LSTM/58\26-0.0002.hdf5
946/946 [==============================] - 6s 7ms/step - loss: 3.7019e-05 - mean_squared_error: 3.7019e-05 - val_loss: 1.8680e-04 - val_mean_squared_error: 1.8680e-04
Epoch 27/500
942/946 [============================>.] - ETA: 0s - loss: 4.0148e-05 - mean_squared_error: 4.0148e-05
Epoch 00027: loss did not improve from 0.00004
946/946 [==============================] - 6s 7ms/step - loss: 4.0047e-05 - mean_squared_error: 4.0047e-05 - val_loss: 1.6288e-04 - val_mean_squared_error: 1.6288e-04
Epoch 28/500
940/946 [============================>.] - ETA: 0s - loss: 3.8875e-05 - mean_squared_error: 3.8875e-05
Epoch 00028: loss did not improve from 0.00004
946/946 [==============================] - 5s 6ms/step - loss: 3.8693e-05 - mean_squared_error: 3.8693e-05 - val_loss: 2.0068e-04 - val_mean_squared_error: 2.0068e-04
Epoch 29/500
945/946 [============================>.] - ETA: 0s - loss: 3.8910e-05 - mean_squared_error: 3.8910e-05
Epoch 00029: loss did not improve from 0.00004
946/946 [==============================] - 5s 6ms/step - loss: 3.8888e-05 - mean_squared_error: 3.8888e-05 - val_loss: 1.7864e-04 - val_mean_squared_error: 1.7864e-04
Epoch 30/500
942/946 [============================>.] - ETA: 0s - loss: 3.8489e-05 - mean_squared_error: 3.8489e-05
Epoch 00030: loss did not improve from 0.00004
946/946 [==============================] - 5s 6ms/step - loss: 3.8367e-05 - mean_squared_error: 3.8367e-05 - val_loss: 2.0599e-04 - val_mean_squared_error: 2.0599e-04
Epoch 31/500
942/946 [============================>.] - ETA: 0s - loss: 3.8776e-05 - mean_squared_error: 3.8776e-05
Epoch 00031: loss did not improve from 0.00004
946/946 [==============================] - 5s 5ms/step - loss: 3.8682e-05 - mean_squared_error: 3.8682e-05 - val_loss: 1.8665e-04 - val_mean_squared_error: 1.8665e-04
Epoch 00031: early stopping
Epoch 1/500
2140/2149 [============================>.] - ETA: 0s - loss: 2.5825e-04 - mean_squared_error: 2.5825e-04
Epoch 00001: loss improved from inf to 0.00026, saving model to ./model_LSTM/59\01-0.0001.hdf5
2149/2149 [==============================] - 11s 5ms/step - loss: 2.5781e-04 - mean_squared_error: 2.5781e-04 - val_loss: 1.3003e-04 - val_mean_squared_error: 1.3003e-04
Epoch 2/500
2149/2149 [==============================] - ETA: 0s - loss: 1.8309e-04 - mean_squared_error: 1.8309e-04
Epoch 00002: loss improved from 0.00026 to 0.00018, saving model to ./model_LSTM/59\02-0.0001.hdf5
2149/2149 [==============================] - 12s 5ms/step - loss: 1.8309e-04 - mean_squared_error: 1.8309e-04 - val_loss: 9.9205e-05 - val_mean_squared_error: 9.9205e-05
Epoch 3/500
2140/2149 [============================>.] - ETA: 0s - loss: 1.7432e-04 - mean_squared_error: 1.7432e-04
Epoch 00003: loss improved from 0.00018 to 0.00017, saving model to ./model_LSTM/59\03-0.0001.hdf5
2149/2149 [==============================] - 11s 5ms/step - loss: 1.7381e-04 - mean_squared_error: 1.7381e-04 - val_loss: 9.7435e-05 - val_mean_squared_error: 9.7435e-05
Epoch 4/500
2145/2149 [============================>.] - ETA: 0s - loss: 1.7231e-04 - mean_squared_error: 1.7231e-04
Epoch 00004: loss improved from 0.00017 to 0.00017, saving model to ./model_LSTM/59\04-0.0001.hdf5
2149/2149 [==============================] - 12s 5ms/step - loss: 1.7217e-04 - mean_squared_error: 1.7217e-04 - val_loss: 8.5614e-05 - val_mean_squared_error: 8.5614e-05
Epoch 5/500
2141/2149 [============================>.] - ETA: 0s - loss: 1.6733e-04 - mean_squared_error: 1.6733e-04
Epoch 00005: loss improved from 0.00017 to 0.00017, saving model to ./model_LSTM/59\05-0.0001.hdf5
2149/2149 [==============================] - 13s 6ms/step - loss: 1.6688e-04 - mean_squared_error: 1.6688e-04 - val_loss: 8.8180e-05 - val_mean_squared_error: 8.8180e-05
Epoch 6/500
2139/2149 [============================>.] - ETA: 0s - loss: 1.6388e-04 - mean_squared_error: 1.6388e-04
Epoch 00006: loss improved from 0.00017 to 0.00017, saving model to ./model_LSTM/59\06-0.0001.hdf5
2149/2149 [==============================] - 12s 6ms/step - loss: 1.6552e-04 - mean_squared_error: 1.6552e-04 - val_loss: 1.0003e-04 - val_mean_squared_error: 1.0003e-04
Epoch 7/500
2143/2149 [============================>.] - ETA: 0s - loss: 1.6453e-04 - mean_squared_error: 1.6453e-04
Epoch 00007: loss improved from 0.00017 to 0.00016, saving model to ./model_LSTM/59\07-0.0001.hdf5
2149/2149 [==============================] - 13s 6ms/step - loss: 1.6431e-04 - mean_squared_error: 1.6431e-04 - val_loss: 8.8214e-05 - val_mean_squared_error: 8.8214e-05
Epoch 8/500
2149/2149 [==============================] - ETA: 0s - loss: 1.6401e-04 - mean_squared_error: 1.6401e-04
Epoch 00008: loss improved from 0.00016 to 0.00016, saving model to ./model_LSTM/59\08-0.0001.hdf5
2149/2149 [==============================] - 14s 6ms/step - loss: 1.6401e-04 - mean_squared_error: 1.6401e-04 - val_loss: 1.0460e-04 - val_mean_squared_error: 1.0460e-04
Epoch 9/500
2144/2149 [============================>.] - ETA: 0s - loss: 1.6205e-04 - mean_squared_error: 1.6205e-04 ETA: 0s - loss: 1.5663e-04 - mean_squ
Epoch 00009: loss improved from 0.00016 to 0.00016, saving model to ./model_LSTM/59\09-0.0001.hdf5
2149/2149 [==============================] - 14s 7ms/step - loss: 1.6198e-04 - mean_squared_error: 1.6198e-04 - val_loss: 8.5662e-05 - val_mean_squared_error: 8.5662e-05
Epoch 10/500
2142/2149 [============================>.] - ETA: 0s - loss: 1.6175e-04 - mean_squared_error: 1.6175e-04
Epoch 00010: loss improved from 0.00016 to 0.00016, saving model to ./model_LSTM/59\10-0.0001.hdf5
2149/2149 [==============================] - 12s 6ms/step - loss: 1.6141e-04 - mean_squared_error: 1.6141e-04 - val_loss: 9.1990e-05 - val_mean_squared_error: 9.1990e-05
Epoch 11/500
2147/2149 [============================>.] - ETA: 0s - loss: 1.6142e-04 - mean_squared_error: 1.6142e-04
Epoch 00011: loss improved from 0.00016 to 0.00016, saving model to ./model_LSTM/59\11-0.0001.hdf5
2149/2149 [==============================] - 11s 5ms/step - loss: 1.6132e-04 - mean_squared_error: 1.6132e-04 - val_loss: 8.6544e-05 - val_mean_squared_error: 8.6544e-05
Epoch 12/500
2149/2149 [==============================] - ETA: 0s - loss: 1.6171e-04 - mean_squared_error: 1.6171e-04
Epoch 00012: loss did not improve from 0.00016
2149/2149 [==============================] - 10s 5ms/step - loss: 1.6171e-04 - mean_squared_error: 1.6171e-04 - val_loss: 8.7766e-05 - val_mean_squared_error: 8.7766e-05
Epoch 13/500
2143/2149 [============================>.] - ETA: 0s - loss: 1.5862e-04 - mean_squared_error: 1.5862e-04
Epoch 00013: loss improved from 0.00016 to 0.00016, saving model to ./model_LSTM/59\13-0.0001.hdf5
2149/2149 [==============================] - 11s 5ms/step - loss: 1.5836e-04 - mean_squared_error: 1.5836e-04 - val_loss: 8.6385e-05 - val_mean_squared_error: 8.6385e-05
Epoch 14/500
2147/2149 [============================>.] - ETA: 0s - loss: 1.6023e-04 - mean_squared_error: 1.6023e-04
Epoch 00014: loss did not improve from 0.00016
2149/2149 [==============================] - 10s 5ms/step - loss: 1.6014e-04 - mean_squared_error: 1.6014e-04 - val_loss: 8.6896e-05 - val_mean_squared_error: 8.6896e-05
Epoch 15/500
2145/2149 [============================>.] - ETA: 0s - loss: 1.5690e-04 - mean_squared_error: 1.5690e-04
Epoch 00015: loss improved from 0.00016 to 0.00016, saving model to ./model_LSTM/59\15-0.0001.hdf5
2149/2149 [==============================] - 11s 5ms/step - loss: 1.5757e-04 - mean_squared_error: 1.5757e-04 - val_loss: 9.3984e-05 - val_mean_squared_error: 9.3984e-05
Epoch 16/500
2147/2149 [============================>.] - ETA: 0s - loss: 1.5885e-04 - mean_squared_error: 1.5885e-04
Epoch 00016: loss did not improve from 0.00016
2149/2149 [==============================] - 11s 5ms/step - loss: 1.5876e-04 - mean_squared_error: 1.5876e-04 - val_loss: 8.4825e-05 - val_mean_squared_error: 8.4825e-05
Epoch 17/500
2145/2149 [============================>.] - ETA: 0s - loss: 1.5752e-04 - mean_squared_error: 1.5752e-04
Epoch 00017: loss improved from 0.00016 to 0.00016, saving model to ./model_LSTM/59\17-0.0001.hdf5
2149/2149 [==============================] - 12s 5ms/step - loss: 1.5738e-04 - mean_squared_error: 1.5738e-04 - val_loss: 9.3191e-05 - val_mean_squared_error: 9.3191e-05
Epoch 18/500
2145/2149 [============================>.] - ETA: 0s - loss: 1.5674e-04 - mean_squared_error: 1.5674e-04
Epoch 00018: loss improved from 0.00016 to 0.00016, saving model to ./model_LSTM/59\18-0.0001.hdf5
2149/2149 [==============================] - 12s 6ms/step - loss: 1.5678e-04 - mean_squared_error: 1.5678e-04 - val_loss: 9.0555e-05 - val_mean_squared_error: 9.0555e-05
Epoch 19/500
2146/2149 [============================>.] - ETA: 0s - loss: 1.5805e-04 - mean_squared_error: 1.5805e-04
Epoch 00019: loss did not improve from 0.00016
2149/2149 [==============================] - 13s 6ms/step - loss: 1.5790e-04 - mean_squared_error: 1.5790e-04 - val_loss: 8.7279e-05 - val_mean_squared_error: 8.7279e-05
Epoch 20/500
2149/2149 [==============================] - ETA: 0s - loss: 1.5384e-04 - mean_squared_error: 1.5384e-04
Epoch 00020: loss improved from 0.00016 to 0.00015, saving model to ./model_LSTM/59\20-0.0001.hdf5
2149/2149 [==============================] - 15s 7ms/step - loss: 1.5384e-04 - mean_squared_error: 1.5384e-04 - val_loss: 9.6677e-05 - val_mean_squared_error: 9.6677e-05
Epoch 21/500
2143/2149 [============================>.] - ETA: 0s - loss: 1.5334e-04 - mean_squared_error: 1.5334e-04
Epoch 00021: loss improved from 0.00015 to 0.00015, saving model to ./model_LSTM/59\21-0.0001.hdf5
2149/2149 [==============================] - 13s 6ms/step - loss: 1.5312e-04 - mean_squared_error: 1.5312e-04 - val_loss: 8.7215e-05 - val_mean_squared_error: 8.7215e-05
Epoch 22/500
2144/2149 [============================>.] - ETA: 0s - loss: 1.4921e-04 - mean_squared_error: 1.4921e-04
Epoch 00022: loss did not improve from 0.00015
2149/2149 [==============================] - 11s 5ms/step - loss: 1.5322e-04 - mean_squared_error: 1.5322e-04 - val_loss: 9.1852e-05 - val_mean_squared_error: 9.1852e-05
Epoch 23/500
2142/2149 [============================>.] - ETA: 0s - loss: 1.5395e-04 - mean_squared_error: 1.5395e-04
Epoch 00023: loss did not improve from 0.00015
2149/2149 [==============================] - 11s 5ms/step - loss: 1.5371e-04 - mean_squared_error: 1.5371e-04 - val_loss: 8.5658e-05 - val_mean_squared_error: 8.5658e-05
Epoch 24/500
2140/2149 [============================>.] - ETA: 0s - loss: 1.5469e-04 - mean_squared_error: 1.5469e-04
Epoch 00024: loss did not improve from 0.00015
2149/2149 [==============================] - 10s 5ms/step - loss: 1.5435e-04 - mean_squared_error: 1.5435e-04 - val_loss: 1.0048e-04 - val_mean_squared_error: 1.0048e-04
Epoch 25/500
2146/2149 [============================>.] - ETA: 0s - loss: 1.5322e-04 - mean_squared_error: 1.5322e-04
Epoch 00025: loss did not improve from 0.00015
2149/2149 [==============================] - 10s 5ms/step - loss: 1.5312e-04 - mean_squared_error: 1.5312e-04 - val_loss: 8.9359e-05 - val_mean_squared_error: 8.9359e-05
Epoch 26/500
2143/2149 [============================>.] - ETA: 0s - loss: 1.5332e-04 - mean_squared_error: 1.5332e-04
Epoch 00026: loss did not improve from 0.00015
2149/2149 [==============================] - 11s 5ms/step - loss: 1.5365e-04 - mean_squared_error: 1.5365e-04 - val_loss: 9.6123e-05 - val_mean_squared_error: 9.6123e-05
Epoch 00026: early stopping
Epoch 1/500
1392/1401 [============================>.] - ETA: 0s - loss: 1.8427e-04 - mean_squared_error: 1.8427e-04
Epoch 00001: loss improved from inf to 0.00018, saving model to ./model_LSTM/60\01-0.0006.hdf5
1401/1401 [==============================] - 7s 5ms/step - loss: 1.8346e-04 - mean_squared_error: 1.8346e-04 - val_loss: 5.5195e-04 - val_mean_squared_error: 5.5195e-04
Epoch 2/500
1390/1401 [============================>.] - ETA: 0s - loss: 1.5268e-04 - mean_squared_error: 1.5268e-04
Epoch 00002: loss improved from 0.00018 to 0.00015, saving model to ./model_LSTM/60\02-0.0005.hdf5
1401/1401 [==============================] - 7s 5ms/step - loss: 1.5369e-04 - mean_squared_error: 1.5369e-04 - val_loss: 5.4355e-04 - val_mean_squared_error: 5.4355e-04
Epoch 3/500
1393/1401 [============================>.] - ETA: 0s - loss: 1.6918e-04 - mean_squared_error: 1.6918e-04
Epoch 00003: loss did not improve from 0.00015
1401/1401 [==============================] - 7s 5ms/step - loss: 1.6910e-04 - mean_squared_error: 1.6910e-04 - val_loss: 5.2765e-04 - val_mean_squared_error: 5.2765e-04
Epoch 4/500
1400/1401 [============================>.] - ETA: 0s - loss: 1.5187e-04 - mean_squared_error: 1.5187e-04
Epoch 00004: loss improved from 0.00015 to 0.00015, saving model to ./model_LSTM/60\04-0.0005.hdf5
1401/1401 [==============================] - 7s 5ms/step - loss: 1.5181e-04 - mean_squared_error: 1.5181e-04 - val_loss: 5.3788e-04 - val_mean_squared_error: 5.3788e-04
Epoch 5/500
1400/1401 [============================>.] - ETA: 0s - loss: 1.5026e-04 - mean_squared_error: 1.5026e-04
Epoch 00005: loss improved from 0.00015 to 0.00015, saving model to ./model_LSTM/60\05-0.0005.hdf5
1401/1401 [==============================] - 8s 5ms/step - loss: 1.5021e-04 - mean_squared_error: 1.5021e-04 - val_loss: 4.9447e-04 - val_mean_squared_error: 4.9447e-04
Epoch 6/500
1399/1401 [============================>.] - ETA: 0s - loss: 1.4919e-04 - mean_squared_error: 1.4919e-04
Epoch 00006: loss improved from 0.00015 to 0.00015, saving model to ./model_LSTM/60\06-0.0005.hdf5
1401/1401 [==============================] - 8s 6ms/step - loss: 1.4946e-04 - mean_squared_error: 1.4946e-04 - val_loss: 5.4375e-04 - val_mean_squared_error: 5.4375e-04
Epoch 7/500
1399/1401 [============================>.] - ETA: 0s - loss: 1.4787e-04 - mean_squared_error: 1.4787e-04
Epoch 00007: loss improved from 0.00015 to 0.00015, saving model to ./model_LSTM/60\07-0.0006.hdf5
1401/1401 [==============================] - 9s 6ms/step - loss: 1.4771e-04 - mean_squared_error: 1.4771e-04 - val_loss: 5.6730e-04 - val_mean_squared_error: 5.6730e-04
Epoch 8/500
1395/1401 [============================>.] - ETA: 0s - loss: 1.4917e-04 - mean_squared_error: 1.4917e-04
Epoch 00008: loss did not improve from 0.00015
1401/1401 [==============================] - 9s 6ms/step - loss: 1.4893e-04 - mean_squared_error: 1.4893e-04 - val_loss: 5.3995e-04 - val_mean_squared_error: 5.3995e-04
Epoch 9/500
1393/1401 [============================>.] - ETA: 0s - loss: 1.4735e-04 - mean_squared_error: 1.4735e-04
Epoch 00009: loss improved from 0.00015 to 0.00015, saving model to ./model_LSTM/60\09-0.0005.hdf5
1401/1401 [==============================] - 9s 6ms/step - loss: 1.4664e-04 - mean_squared_error: 1.4664e-04 - val_loss: 5.2900e-04 - val_mean_squared_error: 5.2900e-04
Epoch 10/500
1393/1401 [============================>.] - ETA: 0s - loss: 1.4561e-04 - mean_squared_error: 1.4561e-04
Epoch 00010: loss improved from 0.00015 to 0.00015, saving model to ./model_LSTM/60\10-0.0006.hdf5
1401/1401 [==============================] - 10s 7ms/step - loss: 1.4641e-04 - mean_squared_error: 1.4641e-04 - val_loss: 5.9001e-04 - val_mean_squared_error: 5.9001e-04
Epoch 11/500
1397/1401 [============================>.] - ETA: 0s - loss: 1.4634e-04 - mean_squared_error: 1.4634e-04
Epoch 00011: loss improved from 0.00015 to 0.00015, saving model to ./model_LSTM/60\11-0.0006.hdf5
1401/1401 [==============================] - 9s 6ms/step - loss: 1.4607e-04 - mean_squared_error: 1.4607e-04 - val_loss: 5.9898e-04 - val_mean_squared_error: 5.9898e-04
Epoch 12/500
1393/1401 [============================>.] - ETA: 0s - loss: 1.4737e-04 - mean_squared_error: 1.4737e-04
Epoch 00012: loss did not improve from 0.00015
1401/1401 [==============================] - 8s 6ms/step - loss: 1.4673e-04 - mean_squared_error: 1.4673e-04 - val_loss: 5.1232e-04 - val_mean_squared_error: 5.1232e-04
Epoch 13/500
1400/1401 [============================>.] - ETA: 0s - loss: 1.4630e-04 - mean_squared_error: 1.4630e-04
Epoch 00013: loss did not improve from 0.00015
1401/1401 [==============================] - 7s 5ms/step - loss: 1.4625e-04 - mean_squared_error: 1.4625e-04 - val_loss: 5.1577e-04 - val_mean_squared_error: 5.1577e-04
Epoch 14/500
1393/1401 [============================>.] - ETA: 0s - loss: 1.4526e-04 - mean_squared_error: 1.4526e-04
Epoch 00014: loss improved from 0.00015 to 0.00014, saving model to ./model_LSTM/60\14-0.0006.hdf5
1401/1401 [==============================] - 7s 5ms/step - loss: 1.4451e-04 - mean_squared_error: 1.4451e-04 - val_loss: 5.5104e-04 - val_mean_squared_error: 5.5104e-04
Epoch 15/500
1399/1401 [============================>.] - ETA: 0s - loss: 1.5149e-04 - mean_squared_error: 1.5149e-04
Epoch 00015: loss did not improve from 0.00014
1401/1401 [==============================] - 7s 5ms/step - loss: 1.5133e-04 - mean_squared_error: 1.5133e-04 - val_loss: 5.2391e-04 - val_mean_squared_error: 5.2391e-04
Epoch 16/500
1397/1401 [============================>.] - ETA: 0s - loss: 1.4659e-04 - mean_squared_error: 1.4659e-04
Epoch 00016: loss did not improve from 0.00014
1401/1401 [==============================] - 7s 5ms/step - loss: 1.4639e-04 - mean_squared_error: 1.4639e-04 - val_loss: 5.2256e-04 - val_mean_squared_error: 5.2256e-04
Epoch 17/500
1396/1401 [============================>.] - ETA: 0s - loss: 1.4450e-04 - mean_squared_error: 1.4450e-04
Epoch 00017: loss improved from 0.00014 to 0.00014, saving model to ./model_LSTM/60\17-0.0005.hdf5
1401/1401 [==============================] - 7s 5ms/step - loss: 1.4406e-04 - mean_squared_error: 1.4406e-04 - val_loss: 5.1377e-04 - val_mean_squared_error: 5.1377e-04
Epoch 18/500
1399/1401 [============================>.] - ETA: 0s - loss: 1.4180e-04 - mean_squared_error: 1.4180e-04
Epoch 00018: loss improved from 0.00014 to 0.00014, saving model to ./model_LSTM/60\18-0.0005.hdf5
1401/1401 [==============================] - 7s 5ms/step - loss: 1.4165e-04 - mean_squared_error: 1.4165e-04 - val_loss: 5.4844e-04 - val_mean_squared_error: 5.4844e-04
Epoch 19/500
1394/1401 [============================>.] - ETA: 0s - loss: 1.4500e-04 - mean_squared_error: 1.4500e-04
Epoch 00019: loss did not improve from 0.00014
1401/1401 [==============================] - 7s 5ms/step - loss: 1.4439e-04 - mean_squared_error: 1.4439e-04 - val_loss: 5.4134e-04 - val_mean_squared_error: 5.4134e-04
Epoch 20/500
1399/1401 [============================>.] - ETA: 0s - loss: 1.4407e-04 - mean_squared_error: 1.4407e-04
Epoch 00020: loss did not improve from 0.00014
1401/1401 [==============================] - 7s 5ms/step - loss: 1.4391e-04 - mean_squared_error: 1.4391e-04 - val_loss: 5.3041e-04 - val_mean_squared_error: 5.3041e-04
Epoch 21/500
1395/1401 [============================>.] - ETA: 0s - loss: 1.4072e-04 - mean_squared_error: 1.4072e-04
Epoch 00021: loss improved from 0.00014 to 0.00014, saving model to ./model_LSTM/60\21-0.0005.hdf5
1401/1401 [==============================] - 7s 5ms/step - loss: 1.4024e-04 - mean_squared_error: 1.4024e-04 - val_loss: 5.0178e-04 - val_mean_squared_error: 5.0178e-04
Epoch 22/500
1395/1401 [============================>.] - ETA: 0s - loss: 1.4075e-04 - mean_squared_error: 1.4075e-04
Epoch 00022: loss improved from 0.00014 to 0.00014, saving model to ./model_LSTM/60\22-0.0005.hdf5
1401/1401 [==============================] - 7s 5ms/step - loss: 1.4024e-04 - mean_squared_error: 1.4024e-04 - val_loss: 5.3307e-04 - val_mean_squared_error: 5.3307e-04
Epoch 23/500
1400/1401 [============================>.] - ETA: 0s - loss: 1.3676e-04 - mean_squared_error: 1.3676e-04
Epoch 00023: loss improved from 0.00014 to 0.00014, saving model to ./model_LSTM/60\23-0.0005.hdf5
1401/1401 [==============================] - 7s 5ms/step - loss: 1.3671e-04 - mean_squared_error: 1.3671e-04 - val_loss: 5.2983e-04 - val_mean_squared_error: 5.2983e-04
Epoch 24/500
1395/1401 [============================>.] - ETA: 0s - loss: 1.3981e-04 - mean_squared_error: 1.3981e-04
Epoch 00024: loss did not improve from 0.00014
1401/1401 [==============================] - 7s 5ms/step - loss: 1.3963e-04 - mean_squared_error: 1.3963e-04 - val_loss: 5.2052e-04 - val_mean_squared_error: 5.2052e-04
Epoch 25/500
1396/1401 [============================>.] - ETA: 0s - loss: 1.3737e-04 - mean_squared_error: 1.3737e-04
Epoch 00025: loss did not improve from 0.00014
1401/1401 [==============================] - 8s 5ms/step - loss: 1.3725e-04 - mean_squared_error: 1.3725e-04 - val_loss: 5.3190e-04 - val_mean_squared_error: 5.3190e-04
Epoch 26/500
1395/1401 [============================>.] - ETA: 0s - loss: 1.3982e-04 - mean_squared_error: 1.3982e-04
Epoch 00026: loss did not improve from 0.00014
1401/1401 [==============================] - 8s 6ms/step - loss: 1.3928e-04 - mean_squared_error: 1.3928e-04 - val_loss: 5.2361e-04 - val_mean_squared_error: 5.2361e-04
Epoch 27/500
1394/1401 [============================>.] - ETA: 0s - loss: 1.3429e-04 - mean_squared_error: 1.3429e-04
Epoch 00027: loss improved from 0.00014 to 0.00013, saving model to ./model_LSTM/60\27-0.0005.hdf5
1401/1401 [==============================] - 9s 6ms/step - loss: 1.3369e-04 - mean_squared_error: 1.3369e-04 - val_loss: 5.0630e-04 - val_mean_squared_error: 5.0630e-04
Epoch 28/500
1401/1401 [==============================] - ETA: 0s - loss: 1.3912e-04 - mean_squared_error: 1.3912e-04
Epoch 00028: loss did not improve from 0.00013
1401/1401 [==============================] - 9s 6ms/step - loss: 1.3912e-04 - mean_squared_error: 1.3912e-04 - val_loss: 5.2237e-04 - val_mean_squared_error: 5.2237e-04
Epoch 29/500
1397/1401 [============================>.] - ETA: 0s - loss: 1.3674e-04 - mean_squared_error: 1.3674e-04
Epoch 00029: loss did not improve from 0.00013
1401/1401 [==============================] - 9s 7ms/step - loss: 1.3642e-04 - mean_squared_error: 1.3642e-04 - val_loss: 5.4214e-04 - val_mean_squared_error: 5.4214e-04
Epoch 30/500
1395/1401 [============================>.] - ETA: 0s - loss: 1.3235e-04 - mean_squared_error: 1.3235e-04
Epoch 00030: loss improved from 0.00013 to 0.00013, saving model to ./model_LSTM/60\30-0.0006.hdf5
1401/1401 [==============================] - 11s 8ms/step - loss: 1.3193e-04 - mean_squared_error: 1.3193e-04 - val_loss: 5.5321e-04 - val_mean_squared_error: 5.5321e-04
Epoch 31/500
1391/1401 [============================>.] - ETA: 0s - loss: 1.3445e-04 - mean_squared_error: 1.3445e-04
Epoch 00031: loss did not improve from 0.00013
1401/1401 [==============================] - 9s 6ms/step - loss: 1.3417e-04 - mean_squared_error: 1.3417e-04 - val_loss: 5.2668e-04 - val_mean_squared_error: 5.2668e-04
Epoch 32/500
1393/1401 [============================>.] - ETA: 0s - loss: 1.4390e-04 - mean_squared_error: 1.4390e-04
Epoch 00032: loss did not improve from 0.00013
1401/1401 [==============================] - 8s 6ms/step - loss: 1.4329e-04 - mean_squared_error: 1.4329e-04 - val_loss: 5.1404e-04 - val_mean_squared_error: 5.1404e-04
Epoch 33/500
1396/1401 [============================>.] - ETA: 0s - loss: 1.3867e-04 - mean_squared_error: 1.3867e-04
Epoch 00033: loss did not improve from 0.00013
1401/1401 [==============================] - 7s 5ms/step - loss: 1.3825e-04 - mean_squared_error: 1.3825e-04 - val_loss: 5.1505e-04 - val_mean_squared_error: 5.1505e-04
Epoch 34/500
1398/1401 [============================>.] - ETA: 0s - loss: 1.3529e-04 - mean_squared_error: 1.3529e-04
Epoch 00034: loss did not improve from 0.00013
1401/1401 [==============================] - 7s 5ms/step - loss: 1.3506e-04 - mean_squared_error: 1.3506e-04 - val_loss: 5.3334e-04 - val_mean_squared_error: 5.3334e-04
Epoch 35/500
1394/1401 [============================>.] - ETA: 0s - loss: 1.3022e-04 - mean_squared_error: 1.3022e-04
Epoch 00035: loss did not improve from 0.00013
1401/1401 [==============================] - 7s 5ms/step - loss: 1.3329e-04 - mean_squared_error: 1.3329e-04 - val_loss: 5.2607e-04 - val_mean_squared_error: 5.2607e-04
Epoch 00035: early stopping
Epoch 1/500
2192/2203 [============================>.] - ETA: 0s - loss: 5.2826e-05 - mean_squared_error: 5.2826e-05
Epoch 00001: loss improved from inf to 0.00005, saving model to ./model_LSTM/61\01-0.0000.hdf5
2203/2203 [==============================] - 11s 5ms/step - loss: 5.2833e-05 - mean_squared_error: 5.2833e-05 - val_loss: 8.0716e-06 - val_mean_squared_error: 8.0716e-06
Epoch 2/500
2198/2203 [============================>.] - ETA: 0s - loss: 4.6030e-05 - mean_squared_error: 4.6030e-05
Epoch 00002: loss improved from 0.00005 to 0.00005, saving model to ./model_LSTM/61\02-0.0000.hdf5
2203/2203 [==============================] - 11s 5ms/step - loss: 4.5986e-05 - mean_squared_error: 4.5986e-05 - val_loss: 8.4520e-06 - val_mean_squared_error: 8.4520e-06
Epoch 3/500
2202/2203 [============================>.] - ETA: 0s - loss: 4.2901e-05 - mean_squared_error: 4.2901e-05
Epoch 00003: loss improved from 0.00005 to 0.00004, saving model to ./model_LSTM/61\03-0.0000.hdf5
2203/2203 [==============================] - 11s 5ms/step - loss: 4.2890e-05 - mean_squared_error: 4.2890e-05 - val_loss: 8.2161e-06 - val_mean_squared_error: 8.2161e-06
Epoch 4/500
2198/2203 [============================>.] - ETA: 0s - loss: 4.2870e-05 - mean_squared_error: 4.2870e-05
Epoch 00004: loss improved from 0.00004 to 0.00004, saving model to ./model_LSTM/61\04-0.0000.hdf5
2203/2203 [==============================] - 11s 5ms/step - loss: 4.2780e-05 - mean_squared_error: 4.2780e-05 - val_loss: 9.1419e-06 - val_mean_squared_error: 9.1419e-06
Epoch 5/500
2196/2203 [============================>.] - ETA: 0s - loss: 5.5463e-05 - mean_squared_error: 5.5463e-05
Epoch 00005: loss did not improve from 0.00004
2203/2203 [==============================] - 11s 5ms/step - loss: 5.5311e-05 - mean_squared_error: 5.5311e-05 - val_loss: 8.6676e-06 - val_mean_squared_error: 8.6676e-06
Epoch 6/500
2195/2203 [============================>.] - ETA: 0s - loss: 4.3281e-05 - mean_squared_error: 4.3281e-05
Epoch 00006: loss did not improve from 0.00004
2203/2203 [==============================] - 12s 5ms/step - loss: 4.3175e-05 - mean_squared_error: 4.3175e-05 - val_loss: 8.5730e-06 - val_mean_squared_error: 8.5730e-06
Epoch 7/500
2197/2203 [============================>.] - ETA: 0s - loss: 4.1794e-05 - mean_squared_error: 4.1794e-05
Epoch 00007: loss improved from 0.00004 to 0.00004, saving model to ./model_LSTM/61\07-0.0000.hdf5
2203/2203 [==============================] - 13s 6ms/step - loss: 4.1913e-05 - mean_squared_error: 4.1913e-05 - val_loss: 8.9358e-06 - val_mean_squared_error: 8.9358e-06
Epoch 8/500
2201/2203 [============================>.] - ETA: 0s - loss: 4.1858e-05 - mean_squared_error: 4.1858e-05
Epoch 00008: loss improved from 0.00004 to 0.00004, saving model to ./model_LSTM/61\08-0.0000.hdf5
2203/2203 [==============================] - 13s 6ms/step - loss: 4.1827e-05 - mean_squared_error: 4.1827e-05 - val_loss: 9.3998e-06 - val_mean_squared_error: 9.3998e-06
Epoch 9/500
2198/2203 [============================>.] - ETA: 0s - loss: 4.3181e-05 - mean_squared_error: 4.3181e-05
Epoch 00009: loss did not improve from 0.00004
2203/2203 [==============================] - 15s 7ms/step - loss: 4.3094e-05 - mean_squared_error: 4.3094e-05 - val_loss: 8.5352e-06 - val_mean_squared_error: 8.5352e-06
Epoch 10/500
2197/2203 [============================>.] - ETA: 0s - loss: 4.0582e-05 - mean_squared_error: 4.0582e-05
Epoch 00010: loss improved from 0.00004 to 0.00004, saving model to ./model_LSTM/61\10-0.0000.hdf5
2203/2203 [==============================] - 15s 7ms/step - loss: 4.0503e-05 - mean_squared_error: 4.0503e-05 - val_loss: 8.6824e-06 - val_mean_squared_error: 8.6824e-06
Epoch 11/500
2198/2203 [============================>.] - ETA: 0s - loss: 3.9845e-05 - mean_squared_error: 3.9845e-05
Epoch 00011: loss improved from 0.00004 to 0.00004, saving model to ./model_LSTM/61\11-0.0000.hdf5
2203/2203 [==============================] - 12s 6ms/step - loss: 3.9769e-05 - mean_squared_error: 3.9769e-05 - val_loss: 9.4996e-06 - val_mean_squared_error: 9.4996e-06
Epoch 12/500
2192/2203 [============================>.] - ETA: 0s - loss: 3.8976e-05 - mean_squared_error: 3.8976e-05
Epoch 00012: loss improved from 0.00004 to 0.00004, saving model to ./model_LSTM/61\12-0.0000.hdf5
2203/2203 [==============================] - 11s 5ms/step - loss: 3.8965e-05 - mean_squared_error: 3.8965e-05 - val_loss: 1.2960e-05 - val_mean_squared_error: 1.2960e-05
Epoch 13/500
2198/2203 [============================>.] - ETA: 0s - loss: 3.8287e-05 - mean_squared_error: 3.8287e-05
Epoch 00013: loss improved from 0.00004 to 0.00004, saving model to ./model_LSTM/61\13-0.0000.hdf5
2203/2203 [==============================] - 11s 5ms/step - loss: 3.8217e-05 - mean_squared_error: 3.8217e-05 - val_loss: 9.9477e-06 - val_mean_squared_error: 9.9477e-06
Epoch 14/500
2195/2203 [============================>.] - ETA: 0s - loss: 4.1942e-05 - mean_squared_error: 4.1942e-05
Epoch 00014: loss did not improve from 0.00004
2203/2203 [==============================] - 11s 5ms/step - loss: 4.1842e-05 - mean_squared_error: 4.1842e-05 - val_loss: 8.7817e-06 - val_mean_squared_error: 8.7817e-06
Epoch 15/500
2195/2203 [============================>.] - ETA: 0s - loss: 3.5085e-05 - mean_squared_error: 3.5085e-05
Epoch 00015: loss improved from 0.00004 to 0.00004, saving model to ./model_LSTM/61\15-0.0000.hdf5
2203/2203 [==============================] - 11s 5ms/step - loss: 3.5172e-05 - mean_squared_error: 3.5172e-05 - val_loss: 1.2845e-05 - val_mean_squared_error: 1.2845e-05
Epoch 16/500
2195/2203 [============================>.] - ETA: 0s - loss: 3.5822e-05 - mean_squared_error: 3.5822e-05
Epoch 00016: loss did not improve from 0.00004
2203/2203 [==============================] - 11s 5ms/step - loss: 3.5783e-05 - mean_squared_error: 3.5783e-05 - val_loss: 1.1428e-05 - val_mean_squared_error: 1.1428e-05
Epoch 17/500
2195/2203 [============================>.] - ETA: 0s - loss: 3.2838e-05 - mean_squared_error: 3.2838e-05
Epoch 00017: loss improved from 0.00004 to 0.00003, saving model to ./model_LSTM/61\17-0.0000.hdf5
2203/2203 [==============================] - 11s 5ms/step - loss: 3.2862e-05 - mean_squared_error: 3.2862e-05 - val_loss: 1.2689e-05 - val_mean_squared_error: 1.2689e-05
Epoch 18/500
2196/2203 [============================>.] - ETA: 0s - loss: 3.4435e-05 - mean_squared_error: 3.4435e-05
Epoch 00018: loss did not improve from 0.00003
2203/2203 [==============================] - 11s 5ms/step - loss: 3.4349e-05 - mean_squared_error: 3.4349e-05 - val_loss: 1.0272e-05 - val_mean_squared_error: 1.0272e-05
Epoch 19/500
2202/2203 [============================>.] - ETA: 0s - loss: 3.1432e-05 - mean_squared_error: 3.1432e-05
Epoch 00019: loss improved from 0.00003 to 0.00003, saving model to ./model_LSTM/61\19-0.0000.hdf5
2203/2203 [==============================] - 12s 5ms/step - loss: 3.1423e-05 - mean_squared_error: 3.1423e-05 - val_loss: 9.3570e-06 - val_mean_squared_error: 9.3570e-06
Epoch 20/500
2198/2203 [============================>.] - ETA: 0s - loss: 3.1610e-05 - mean_squared_error: 3.1610e-05
Epoch 00020: loss did not improve from 0.00003
2203/2203 [==============================] - 13s 6ms/step - loss: 3.1557e-05 - mean_squared_error: 3.1557e-05 - val_loss: 1.0833e-05 - val_mean_squared_error: 1.0833e-05
Epoch 21/500
2199/2203 [============================>.] - ETA: 0s - loss: 3.0013e-05 - mean_squared_error: 3.0013e-05
Epoch 00021: loss improved from 0.00003 to 0.00003, saving model to ./model_LSTM/61\21-0.0000.hdf5
2203/2203 [==============================] - 13s 6ms/step - loss: 2.9968e-05 - mean_squared_error: 2.9968e-05 - val_loss: 1.0780e-05 - val_mean_squared_error: 1.0780e-05
Epoch 22/500
2196/2203 [============================>.] - ETA: 0s - loss: 3.0599e-05 - mean_squared_error: 3.0599e-05
Epoch 00022: loss did not improve from 0.00003
2203/2203 [==============================] - 15s 7ms/step - loss: 3.0515e-05 - mean_squared_error: 3.0515e-05 - val_loss: 1.2258e-05 - val_mean_squared_error: 1.2258e-05
Epoch 23/500
2202/2203 [============================>.] - ETA: 0s - loss: 3.1061e-05 - mean_squared_error: 3.1061e-05
Epoch 00023: loss did not improve from 0.00003
2203/2203 [==============================] - 13s 6ms/step - loss: 3.1053e-05 - mean_squared_error: 3.1053e-05 - val_loss: 1.1038e-05 - val_mean_squared_error: 1.1038e-05
Epoch 24/500
2197/2203 [============================>.] - ETA: 0s - loss: 3.3864e-05 - mean_squared_error: 3.3864e-05
Epoch 00024: loss did not improve from 0.00003
2203/2203 [==============================] - 12s 5ms/step - loss: 3.3818e-05 - mean_squared_error: 3.3818e-05 - val_loss: 1.0122e-05 - val_mean_squared_error: 1.0122e-05
Epoch 25/500
2195/2203 [============================>.] - ETA: 0s - loss: 2.9691e-05 - mean_squared_error: 2.9691e-05
Epoch 00025: loss improved from 0.00003 to 0.00003, saving model to ./model_LSTM/61\25-0.0000.hdf5
2203/2203 [==============================] - 11s 5ms/step - loss: 2.9608e-05 - mean_squared_error: 2.9608e-05 - val_loss: 1.2446e-05 - val_mean_squared_error: 1.2446e-05
Epoch 26/500
2192/2203 [============================>.] - ETA: 0s - loss: 2.8192e-05 - mean_squared_error: 2.8192e-05
Epoch 00026: loss improved from 0.00003 to 0.00003, saving model to ./model_LSTM/61\26-0.0000.hdf5
2203/2203 [==============================] - 10s 5ms/step - loss: 2.8812e-05 - mean_squared_error: 2.8812e-05 - val_loss: 8.7144e-06 - val_mean_squared_error: 8.7144e-06
Epoch 27/500
2203/2203 [==============================] - ETA: 0s - loss: 3.0056e-05 - mean_squared_error: 3.0056e-05
Epoch 00027: loss did not improve from 0.00003
2203/2203 [==============================] - 11s 5ms/step - loss: 3.0056e-05 - mean_squared_error: 3.0056e-05 - val_loss: 1.2273e-05 - val_mean_squared_error: 1.2273e-05
Epoch 28/500
2200/2203 [============================>.] - ETA: 0s - loss: 2.8717e-05 - mean_squared_error: 2.8717e-05
Epoch 00028: loss improved from 0.00003 to 0.00003, saving model to ./model_LSTM/61\28-0.0000.hdf5
2203/2203 [==============================] - 11s 5ms/step - loss: 2.8683e-05 - mean_squared_error: 2.8683e-05 - val_loss: 8.2347e-06 - val_mean_squared_error: 8.2347e-06
Epoch 29/500
2195/2203 [============================>.] - ETA: 0s - loss: 2.8691e-05 - mean_squared_error: 2.8691e-05
Epoch 00029: loss improved from 0.00003 to 0.00003, saving model to ./model_LSTM/61\29-0.0000.hdf5
2203/2203 [==============================] - 11s 5ms/step - loss: 2.8594e-05 - mean_squared_error: 2.8594e-05 - val_loss: 8.0839e-06 - val_mean_squared_error: 8.0839e-06
Epoch 30/500
2203/2203 [==============================] - ETA: 0s - loss: 2.8531e-05 - mean_squared_error: 2.8531e-05
Epoch 00030: loss improved from 0.00003 to 0.00003, saving model to ./model_LSTM/61\30-0.0000.hdf5
2203/2203 [==============================] - 11s 5ms/step - loss: 2.8531e-05 - mean_squared_error: 2.8531e-05 - val_loss: 7.5581e-06 - val_mean_squared_error: 7.5581e-06
Epoch 31/500
2194/2203 [============================>.] - ETA: 0s - loss: 2.7787e-05 - mean_squared_error: 2.7787e-05
Epoch 00031: loss improved from 0.00003 to 0.00003, saving model to ./model_LSTM/61\31-0.0000.hdf5
2203/2203 [==============================] - 12s 5ms/step - loss: 2.7711e-05 - mean_squared_error: 2.7711e-05 - val_loss: 7.6293e-06 - val_mean_squared_error: 7.6293e-06
Epoch 32/500
2199/2203 [============================>.] - ETA: 0s - loss: 2.8813e-05 - mean_squared_error: 2.8813e-05
Epoch 00032: loss did not improve from 0.00003
2203/2203 [==============================] - 12s 6ms/step - loss: 2.8770e-05 - mean_squared_error: 2.8770e-05 - val_loss: 7.8760e-06 - val_mean_squared_error: 7.8760e-06
Epoch 33/500
2199/2203 [============================>.] - ETA: 0s - loss: 2.8699e-05 - mean_squared_error: 2.8699e-05
Epoch 00033: loss did not improve from 0.00003
2203/2203 [==============================] - 12s 6ms/step - loss: 2.8675e-05 - mean_squared_error: 2.8675e-05 - val_loss: 7.3057e-06 - val_mean_squared_error: 7.3057e-06
Epoch 34/500
2202/2203 [============================>.] - ETA: 0s - loss: 2.7077e-05 - mean_squared_error: 2.7077e-05
Epoch 00034: loss improved from 0.00003 to 0.00003, saving model to ./model_LSTM/61\34-0.0000.hdf5
2203/2203 [==============================] - 14s 6ms/step - loss: 2.7071e-05 - mean_squared_error: 2.7071e-05 - val_loss: 8.0016e-06 - val_mean_squared_error: 8.0016e-06
Epoch 35/500
2200/2203 [============================>.] - ETA: 0s - loss: 2.6838e-05 - mean_squared_error: 2.6838e-05
Epoch 00035: loss improved from 0.00003 to 0.00003, saving model to ./model_LSTM/61\35-0.0000.hdf5
2203/2203 [==============================] - 15s 7ms/step - loss: 2.6806e-05 - mean_squared_error: 2.6806e-05 - val_loss: 1.1635e-05 - val_mean_squared_error: 1.1635e-05
Epoch 36/500
2199/2203 [============================>.] - ETA: 0s - loss: 2.6163e-05 - mean_squared_error: 2.6163e-05
Epoch 00036: loss improved from 0.00003 to 0.00003, saving model to ./model_LSTM/61\36-0.0000.hdf5
2203/2203 [==============================] - 13s 6ms/step - loss: 2.6124e-05 - mean_squared_error: 2.6124e-05 - val_loss: 1.1953e-05 - val_mean_squared_error: 1.1953e-05
Epoch 37/500
2197/2203 [============================>.] - ETA: 0s - loss: 2.6268e-05 - mean_squared_error: 2.6268e-05
Epoch 00037: loss did not improve from 0.00003
2203/2203 [==============================] - 12s 5ms/step - loss: 2.6352e-05 - mean_squared_error: 2.6352e-05 - val_loss: 1.2624e-05 - val_mean_squared_error: 1.2624e-05
Epoch 38/500
2198/2203 [============================>.] - ETA: 0s - loss: 3.7133e-05 - mean_squared_error: 3.7133e-05
Epoch 00038: loss did not improve from 0.00003
2203/2203 [==============================] - 11s 5ms/step - loss: 3.7062e-05 - mean_squared_error: 3.7062e-05 - val_loss: 1.1040e-05 - val_mean_squared_error: 1.1040e-05
Epoch 39/500
2201/2203 [============================>.] - ETA: 0s - loss: 3.5030e-05 - mean_squared_error: 3.5030e-05
Epoch 00039: loss did not improve from 0.00003
2203/2203 [==============================] - 11s 5ms/step - loss: 3.5008e-05 - mean_squared_error: 3.5008e-05 - val_loss: 8.6439e-06 - val_mean_squared_error: 8.6439e-06
Epoch 40/500
2200/2203 [============================>.] - ETA: 0s - loss: 3.1921e-05 - mean_squared_error: 3.1921e-05
Epoch 00040: loss did not improve from 0.00003
2203/2203 [==============================] - 11s 5ms/step - loss: 3.1907e-05 - mean_squared_error: 3.1907e-05 - val_loss: 8.5891e-06 - val_mean_squared_error: 8.5891e-06
Epoch 41/500
2194/2203 [============================>.] - ETA: 0s - loss: 3.3818e-05 - mean_squared_error: 3.3818e-05
Epoch 00041: loss did not improve from 0.00003
2203/2203 [==============================] - 11s 5ms/step - loss: 3.3699e-05 - mean_squared_error: 3.3699e-05 - val_loss: 8.3226e-06 - val_mean_squared_error: 8.3226e-06
Epoch 00041: early stopping
Epoch 1/500
2214/2217 [============================>.] - ETA: 0s - loss: 2.7373e-05 - mean_squared_error: 2.7373e-05
Epoch 00001: loss improved from inf to 0.00003, saving model to ./model_LSTM/62\01-0.0000.hdf5
2217/2217 [==============================] - 11s 5ms/step - loss: 2.7355e-05 - mean_squared_error: 2.7355e-05 - val_loss: 6.5185e-06 - val_mean_squared_error: 6.5185e-06
Epoch 2/500
2206/2217 [============================>.] - ETA: 0s - loss: 1.6304e-05 - mean_squared_error: 1.6304e-05
Epoch 00002: loss improved from 0.00003 to 0.00002, saving model to ./model_LSTM/62\02-0.0000.hdf5
2217/2217 [==============================] - 11s 5ms/step - loss: 1.6277e-05 - mean_squared_error: 1.6277e-05 - val_loss: 3.9552e-06 - val_mean_squared_error: 3.9552e-06
Epoch 3/500
2208/2217 [============================>.] - ETA: 0s - loss: 1.5043e-05 - mean_squared_error: 1.5043e-05
Epoch 00003: loss improved from 0.00002 to 0.00002, saving model to ./model_LSTM/62\03-0.0000.hdf5
2217/2217 [==============================] - 12s 5ms/step - loss: 1.5148e-05 - mean_squared_error: 1.5148e-05 - val_loss: 3.3710e-06 - val_mean_squared_error: 3.3710e-06
Epoch 4/500
2209/2217 [============================>.] - ETA: 0s - loss: 1.4760e-05 - mean_squared_error: 1.4760e-05
Epoch 00004: loss improved from 0.00002 to 0.00001, saving model to ./model_LSTM/62\04-0.0000.hdf5
2217/2217 [==============================] - 12s 6ms/step - loss: 1.4816e-05 - mean_squared_error: 1.4816e-05 - val_loss: 4.5627e-06 - val_mean_squared_error: 4.5627e-06
Epoch 5/500
2212/2217 [============================>.] - ETA: 0s - loss: 1.5081e-05 - mean_squared_error: 1.5081e-05
Epoch 00005: loss did not improve from 0.00001
2217/2217 [==============================] - 13s 6ms/step - loss: 1.5065e-05 - mean_squared_error: 1.5065e-05 - val_loss: 5.0710e-06 - val_mean_squared_error: 5.0710e-06
Epoch 6/500
2217/2217 [==============================] - ETA: 0s - loss: 1.4353e-05 - mean_squared_error: 1.4353e-05
Epoch 00006: loss improved from 0.00001 to 0.00001, saving model to ./model_LSTM/62\06-0.0000.hdf5
2217/2217 [==============================] - 14s 6ms/step - loss: 1.4353e-05 - mean_squared_error: 1.4353e-05 - val_loss: 3.7290e-06 - val_mean_squared_error: 3.7290e-06
Epoch 7/500
2217/2217 [==============================] - ETA: 0s - loss: 1.3939e-05 - mean_squared_error: 1.3939e-05
Epoch 00007: loss improved from 0.00001 to 0.00001, saving model to ./model_LSTM/62\07-0.0000.hdf5
2217/2217 [==============================] - 15s 7ms/step - loss: 1.3939e-05 - mean_squared_error: 1.3939e-05 - val_loss: 3.3820e-06 - val_mean_squared_error: 3.3820e-06
Epoch 8/500
2213/2217 [============================>.] - ETA: 0s - loss: 1.3688e-05 - mean_squared_error: 1.3688e-05
Epoch 00008: loss improved from 0.00001 to 0.00001, saving model to ./model_LSTM/62\08-0.0000.hdf5
2217/2217 [==============================] - 13s 6ms/step - loss: 1.3838e-05 - mean_squared_error: 1.3838e-05 - val_loss: 3.3576e-06 - val_mean_squared_error: 3.3576e-06
Epoch 9/500
2216/2217 [============================>.] - ETA: 0s - loss: 1.3821e-05 - mean_squared_error: 1.3821e-05
Epoch 00009: loss improved from 0.00001 to 0.00001, saving model to ./model_LSTM/62\09-0.0000.hdf5
2217/2217 [==============================] - 12s 5ms/step - loss: 1.3821e-05 - mean_squared_error: 1.3821e-05 - val_loss: 4.5620e-06 - val_mean_squared_error: 4.5620e-06
Epoch 10/500
2211/2217 [============================>.] - ETA: 0s - loss: 1.3565e-05 - mean_squared_error: 1.3565e-05
Epoch 00010: loss improved from 0.00001 to 0.00001, saving model to ./model_LSTM/62\10-0.0000.hdf5
2217/2217 [==============================] - 11s 5ms/step - loss: 1.3590e-05 - mean_squared_error: 1.3590e-05 - val_loss: 5.7831e-06 - val_mean_squared_error: 5.7831e-06
Epoch 11/500
2216/2217 [============================>.] - ETA: 0s - loss: 1.3671e-05 - mean_squared_error: 1.3671e-05
Epoch 00011: loss did not improve from 0.00001
2217/2217 [==============================] - 11s 5ms/step - loss: 1.3672e-05 - mean_squared_error: 1.3672e-05 - val_loss: 3.6183e-06 - val_mean_squared_error: 3.6183e-06
Epoch 12/500
2214/2217 [============================>.] - ETA: 0s - loss: 1.3502e-05 - mean_squared_error: 1.3502e-05
Epoch 00012: loss improved from 0.00001 to 0.00001, saving model to ./model_LSTM/62\12-0.0000.hdf5
2217/2217 [==============================] - 11s 5ms/step - loss: 1.3491e-05 - mean_squared_error: 1.3491e-05 - val_loss: 4.3814e-06 - val_mean_squared_error: 4.3814e-06
Epoch 13/500
2214/2217 [============================>.] - ETA: 0s - loss: 1.3519e-05 - mean_squared_error: 1.3519e-05
Epoch 00013: loss did not improve from 0.00001
2217/2217 [==============================] - 11s 5ms/step - loss: 1.3519e-05 - mean_squared_error: 1.3519e-05 - val_loss: 5.2928e-06 - val_mean_squared_error: 5.2928e-06
Epoch 14/500
2216/2217 [============================>.] - ETA: 0s - loss: 1.3464e-05 - mean_squared_error: 1.3464e-05
Epoch 00014: loss improved from 0.00001 to 0.00001, saving model to ./model_LSTM/62\14-0.0000.hdf5
2217/2217 [==============================] - 11s 5ms/step - loss: 1.3463e-05 - mean_squared_error: 1.3463e-05 - val_loss: 4.0661e-06 - val_mean_squared_error: 4.0661e-06
Epoch 15/500
2212/2217 [============================>.] - ETA: 0s - loss: 1.3660e-05 - mean_squared_error: 1.3660e-05
Epoch 00015: loss did not improve from 0.00001
2217/2217 [==============================] - 11s 5ms/step - loss: 1.3642e-05 - mean_squared_error: 1.3642e-05 - val_loss: 3.4942e-06 - val_mean_squared_error: 3.4942e-06
Epoch 16/500
2217/2217 [==============================] - ETA: 0s - loss: 1.3433e-05 - mean_squared_error: 1.3433e-05
Epoch 00016: loss improved from 0.00001 to 0.00001, saving model to ./model_LSTM/62\16-0.0000.hdf5
2217/2217 [==============================] - 12s 5ms/step - loss: 1.3433e-05 - mean_squared_error: 1.3433e-05 - val_loss: 3.4117e-06 - val_mean_squared_error: 3.4117e-06
Epoch 17/500
2214/2217 [============================>.] - ETA: 0s - loss: 1.3449e-05 - mean_squared_error: 1.3449e-05
Epoch 00017: loss did not improve from 0.00001
2217/2217 [==============================] - 12s 6ms/step - loss: 1.3439e-05 - mean_squared_error: 1.3439e-05 - val_loss: 3.4937e-06 - val_mean_squared_error: 3.4937e-06
Epoch 18/500
2217/2217 [==============================] - ETA: 0s - loss: 1.3302e-05 - mean_squared_error: 1.3302e-05
Epoch 00018: loss improved from 0.00001 to 0.00001, saving model to ./model_LSTM/62\18-0.0000.hdf5
2217/2217 [==============================] - 13s 6ms/step - loss: 1.3302e-05 - mean_squared_error: 1.3302e-05 - val_loss: 3.8581e-06 - val_mean_squared_error: 3.8581e-06
Epoch 19/500
2216/2217 [============================>.] - ETA: 0s - loss: 1.3296e-05 - mean_squared_error: 1.3296e-05
Epoch 00019: loss improved from 0.00001 to 0.00001, saving model to ./model_LSTM/62\19-0.0000.hdf5
2217/2217 [==============================] - 14s 6ms/step - loss: 1.3299e-05 - mean_squared_error: 1.3299e-05 - val_loss: 3.7723e-06 - val_mean_squared_error: 3.7723e-06
Epoch 20/500
2216/2217 [============================>.] - ETA: 0s - loss: 1.3310e-05 - mean_squared_error: 1.3310e-05
Epoch 00020: loss did not improve from 0.00001
2217/2217 [==============================] - 14s 7ms/step - loss: 1.3309e-05 - mean_squared_error: 1.3309e-05 - val_loss: 4.0218e-06 - val_mean_squared_error: 4.0218e-06
Epoch 21/500
2207/2217 [============================>.] - ETA: 0s - loss: 1.3418e-05 - mean_squared_error: 1.3418e-05
Epoch 00021: loss did not improve from 0.00001
2217/2217 [==============================] - 13s 6ms/step - loss: 1.3415e-05 - mean_squared_error: 1.3415e-05 - val_loss: 4.1167e-06 - val_mean_squared_error: 4.1167e-06
Epoch 22/500
2214/2217 [============================>.] - ETA: 0s - loss: 1.3281e-05 - mean_squared_error: 1.3281e-05
Epoch 00022: loss improved from 0.00001 to 0.00001, saving model to ./model_LSTM/62\22-0.0000.hdf5
2217/2217 [==============================] - 11s 5ms/step - loss: 1.3275e-05 - mean_squared_error: 1.3275e-05 - val_loss: 3.3595e-06 - val_mean_squared_error: 3.3595e-06
Epoch 23/500
2206/2217 [============================>.] - ETA: 0s - loss: 1.2988e-05 - mean_squared_error: 1.2988e-05
Epoch 00023: loss improved from 0.00001 to 0.00001, saving model to ./model_LSTM/62\23-0.0000.hdf5
2217/2217 [==============================] - 11s 5ms/step - loss: 1.2978e-05 - mean_squared_error: 1.2978e-05 - val_loss: 4.5694e-06 - val_mean_squared_error: 4.5694e-06
Epoch 24/500
2217/2217 [==============================] - ETA: 0s - loss: 1.3148e-05 - mean_squared_error: 1.3148e-05
Epoch 00024: loss did not improve from 0.00001
2217/2217 [==============================] - 11s 5ms/step - loss: 1.3148e-05 - mean_squared_error: 1.3148e-05 - val_loss: 1.3168e-05 - val_mean_squared_error: 1.3168e-05
Epoch 25/500
2217/2217 [==============================] - ETA: 0s - loss: 1.3223e-05 - mean_squared_error: 1.3223e-05
Epoch 00025: loss did not improve from 0.00001
2217/2217 [==============================] - 11s 5ms/step - loss: 1.3223e-05 - mean_squared_error: 1.3223e-05 - val_loss: 3.4352e-06 - val_mean_squared_error: 3.4352e-06
Epoch 26/500
2214/2217 [============================>.] - ETA: 0s - loss: 1.3156e-05 - mean_squared_error: 1.3156e-05
Epoch 00026: loss did not improve from 0.00001
2217/2217 [==============================] - 11s 5ms/step - loss: 1.3159e-05 - mean_squared_error: 1.3159e-05 - val_loss: 9.2484e-06 - val_mean_squared_error: 9.2484e-06
Epoch 27/500
2209/2217 [============================>.] - ETA: 0s - loss: 1.3018e-05 - mean_squared_error: 1.3018e-05
Epoch 00027: loss did not improve from 0.00001
2217/2217 [==============================] - 11s 5ms/step - loss: 1.3067e-05 - mean_squared_error: 1.3067e-05 - val_loss: 3.4266e-06 - val_mean_squared_error: 3.4266e-06
Epoch 28/500
2215/2217 [============================>.] - ETA: 0s - loss: 1.3239e-05 - mean_squared_error: 1.3239e-05
Epoch 00028: loss did not improve from 0.00001
2217/2217 [==============================] - 11s 5ms/step - loss: 1.3238e-05 - mean_squared_error: 1.3238e-05 - val_loss: 4.5357e-06 - val_mean_squared_error: 4.5357e-06
Epoch 00028: early stopping
Epoch 1/500
2160/2165 [============================>.] - ETA: 0s - loss: 4.9766e-06 - mean_squared_error: 4.9766e-06
Epoch 00001: loss improved from inf to 0.00000, saving model to ./model_LSTM/63\01-0.0000.hdf5
2165/2165 [==============================] - 12s 5ms/step - loss: 4.9670e-06 - mean_squared_error: 4.9670e-06 - val_loss: 4.4986e-06 - val_mean_squared_error: 4.4986e-06
Epoch 2/500
2155/2165 [============================>.] - ETA: 0s - loss: 4.7426e-06 - mean_squared_error: 4.7426e-06
Epoch 00002: loss improved from 0.00000 to 0.00000, saving model to ./model_LSTM/63\02-0.0000.hdf5
2165/2165 [==============================] - 12s 6ms/step - loss: 4.7367e-06 - mean_squared_error: 4.7367e-06 - val_loss: 4.7576e-06 - val_mean_squared_error: 4.7576e-06
Epoch 3/500
2164/2165 [============================>.] - ETA: 0s - loss: 4.7475e-06 - mean_squared_error: 4.7475e-06
Epoch 00003: loss did not improve from 0.00000
2165/2165 [==============================] - 17s 8ms/step - loss: 4.7462e-06 - mean_squared_error: 4.7462e-06 - val_loss: 5.6850e-06 - val_mean_squared_error: 5.6850e-06
Epoch 4/500
2156/2165 [============================>.] - ETA: 0s - loss: 4.4139e-06 - mean_squared_error: 4.4139e-06
Epoch 00004: loss improved from 0.00000 to 0.00000, saving model to ./model_LSTM/63\04-0.0000.hdf5
2165/2165 [==============================] - 17s 8ms/step - loss: 4.4815e-06 - mean_squared_error: 4.4815e-06 - val_loss: 6.8054e-06 - val_mean_squared_error: 6.8054e-06
Epoch 5/500
2157/2165 [============================>.] - ETA: 0s - loss: 4.5264e-06 - mean_squared_error: 4.5264e-06
Epoch 00005: loss did not improve from 0.00000
2165/2165 [==============================] - 13s 6ms/step - loss: 4.5154e-06 - mean_squared_error: 4.5154e-06 - val_loss: 6.4548e-06 - val_mean_squared_error: 6.4548e-06
Epoch 6/500
2165/2165 [==============================] - ETA: 0s - loss: 4.6119e-06 - mean_squared_error: 4.6119e-06
Epoch 00006: loss did not improve from 0.00000
2165/2165 [==============================] - 12s 5ms/step - loss: 4.6119e-06 - mean_squared_error: 4.6119e-06 - val_loss: 4.7212e-06 - val_mean_squared_error: 4.7212e-06
Epoch 7/500
2164/2165 [============================>.] - ETA: 0s - loss: 4.4187e-06 - mean_squared_error: 4.4187e-06
Epoch 00007: loss improved from 0.00000 to 0.00000, saving model to ./model_LSTM/63\07-0.0000.hdf5
2165/2165 [==============================] - 11s 5ms/step - loss: 4.4173e-06 - mean_squared_error: 4.4173e-06 - val_loss: 4.4386e-06 - val_mean_squared_error: 4.4386e-06
Epoch 8/500
2157/2165 [============================>.] - ETA: 0s - loss: 4.5365e-06 - mean_squared_error: 4.5365e-06
Epoch 00008: loss did not improve from 0.00000
2165/2165 [==============================] - 10s 5ms/step - loss: 4.5300e-06 - mean_squared_error: 4.5300e-06 - val_loss: 4.9653e-06 - val_mean_squared_error: 4.9653e-06
Epoch 9/500
2161/2165 [============================>.] - ETA: 0s - loss: 4.3505e-06 - mean_squared_error: 4.3505e-06
Epoch 00009: loss improved from 0.00000 to 0.00000, saving model to ./model_LSTM/63\09-0.0000.hdf5
2165/2165 [==============================] - 10s 5ms/step - loss: 4.3441e-06 - mean_squared_error: 4.3441e-06 - val_loss: 4.7319e-06 - val_mean_squared_error: 4.7319e-06
Epoch 10/500
2159/2165 [============================>.] - ETA: 0s - loss: 4.3359e-06 - mean_squared_error: 4.3359e-06
Epoch 00010: loss improved from 0.00000 to 0.00000, saving model to ./model_LSTM/63\10-0.0000.hdf5
2165/2165 [==============================] - 11s 5ms/step - loss: 4.3307e-06 - mean_squared_error: 4.3307e-06 - val_loss: 5.1504e-06 - val_mean_squared_error: 5.1504e-06
Epoch 11/500
2162/2165 [============================>.] - ETA: 0s - loss: 4.4360e-06 - mean_squared_error: 4.4360e-06
Epoch 00011: loss did not improve from 0.00000
2165/2165 [==============================] - 11s 5ms/step - loss: 4.4357e-06 - mean_squared_error: 4.4357e-06 - val_loss: 4.8388e-06 - val_mean_squared_error: 4.8388e-06
Epoch 12/500
2158/2165 [============================>.] - ETA: 0s - loss: 4.2686e-06 - mean_squared_error: 4.2686e-06
Epoch 00012: loss improved from 0.00000 to 0.00000, saving model to ./model_LSTM/63\12-0.0000.hdf5
2165/2165 [==============================] - 11s 5ms/step - loss: 4.2608e-06 - mean_squared_error: 4.2608e-06 - val_loss: 5.3199e-06 - val_mean_squared_error: 5.3199e-06
Epoch 13/500
2164/2165 [============================>.] - ETA: 0s - loss: 4.2391e-06 - mean_squared_error: 4.2391e-06
Epoch 00013: loss improved from 0.00000 to 0.00000, saving model to ./model_LSTM/63\13-0.0000.hdf5
2165/2165 [==============================] - 12s 5ms/step - loss: 4.2381e-06 - mean_squared_error: 4.2381e-06 - val_loss: 5.8858e-06 - val_mean_squared_error: 5.8858e-06
Epoch 14/500
2156/2165 [============================>.] - ETA: 0s - loss: 4.0943e-06 - mean_squared_error: 4.0943e-06
Epoch 00014: loss improved from 0.00000 to 0.00000, saving model to ./model_LSTM/63\14-0.0000.hdf5
2165/2165 [==============================] - 12s 5ms/step - loss: 4.1301e-06 - mean_squared_error: 4.1301e-06 - val_loss: 5.4387e-06 - val_mean_squared_error: 5.4387e-06
Epoch 15/500
2161/2165 [============================>.] - ETA: 0s - loss: 4.5488e-06 - mean_squared_error: 4.5488e-06
Epoch 00015: loss did not improve from 0.00000
2165/2165 [==============================] - 12s 6ms/step - loss: 4.5546e-06 - mean_squared_error: 4.5546e-06 - val_loss: 5.9944e-06 - val_mean_squared_error: 5.9944e-06
Epoch 16/500
2159/2165 [============================>.] - ETA: 0s - loss: 4.1702e-06 - mean_squared_error: 4.1702e-06
Epoch 00016: loss did not improve from 0.00000
2165/2165 [==============================] - 15s 7ms/step - loss: 4.1687e-06 - mean_squared_error: 4.1687e-06 - val_loss: 4.5255e-06 - val_mean_squared_error: 4.5255e-06
Epoch 17/500
2162/2165 [============================>.] - ETA: 0s - loss: 4.4207e-06 - mean_squared_error: 4.4207e-06
Epoch 00017: loss did not improve from 0.00000
2165/2165 [==============================] - 15s 7ms/step - loss: 4.4163e-06 - mean_squared_error: 4.4163e-06 - val_loss: 4.7940e-06 - val_mean_squared_error: 4.7940e-06
Epoch 18/500
2164/2165 [============================>.] - ETA: 0s - loss: 4.3474e-06 - mean_squared_error: 4.3474e-06
Epoch 00018: loss did not improve from 0.00000
2165/2165 [==============================] - 13s 6ms/step - loss: 4.3461e-06 - mean_squared_error: 4.3461e-06 - val_loss: 4.6705e-06 - val_mean_squared_error: 4.6705e-06
Epoch 19/500
2158/2165 [============================>.] - ETA: 0s - loss: 4.1787e-06 - mean_squared_error: 4.1787e-06
Epoch 00019: loss did not improve from 0.00000
2165/2165 [==============================] - 11s 5ms/step - loss: 4.1717e-06 - mean_squared_error: 4.1717e-06 - val_loss: 5.0243e-06 - val_mean_squared_error: 5.0243e-06
Epoch 00019: early stopping
Epoch 1/500
279/282 [============================>.] - ETA: 0s - loss: 3.7648e-05 - mean_squared_error: 3.7648e-05
Epoch 00001: loss improved from inf to 0.00004, saving model to ./model_LSTM/64\01-0.0000.hdf5
282/282 [==============================] - 2s 6ms/step - loss: 3.7420e-05 - mean_squared_error: 3.7420e-05 - val_loss: 1.3717e-05 - val_mean_squared_error: 1.3717e-05
Epoch 2/500
277/282 [============================>.] - ETA: 0s - loss: 2.9351e-05 - mean_squared_error: 2.9351e-05
Epoch 00002: loss improved from 0.00004 to 0.00003, saving model to ./model_LSTM/64\02-0.0000.hdf5
282/282 [==============================] - 1s 5ms/step - loss: 2.9276e-05 - mean_squared_error: 2.9276e-05 - val_loss: 9.6759e-06 - val_mean_squared_error: 9.6759e-06
Epoch 3/500
273/282 [============================>.] - ETA: 0s - loss: 2.7813e-05 - mean_squared_error: 2.7813e-05
Epoch 00003: loss improved from 0.00003 to 0.00003, saving model to ./model_LSTM/64\03-0.0000.hdf5
282/282 [==============================] - 1s 5ms/step - loss: 2.7568e-05 - mean_squared_error: 2.7568e-05 - val_loss: 9.4054e-06 - val_mean_squared_error: 9.4054e-06
Epoch 4/500
278/282 [============================>.] - ETA: 0s - loss: 2.7829e-05 - mean_squared_error: 2.7829e-05
Epoch 00004: loss did not improve from 0.00003
282/282 [==============================] - 1s 5ms/step - loss: 2.7957e-05 - mean_squared_error: 2.7957e-05 - val_loss: 1.1437e-05 - val_mean_squared_error: 1.1437e-05
Epoch 5/500
276/282 [============================>.] - ETA: 0s - loss: 2.7447e-05 - mean_squared_error: 2.7447e-05
Epoch 00005: loss improved from 0.00003 to 0.00003, saving model to ./model_LSTM/64\05-0.0000.hdf5
282/282 [==============================] - 1s 5ms/step - loss: 2.7106e-05 - mean_squared_error: 2.7106e-05 - val_loss: 1.0147e-05 - val_mean_squared_error: 1.0147e-05
Epoch 6/500
282/282 [==============================] - ETA: 0s - loss: 2.7330e-05 - mean_squared_error: 2.7330e-05
Epoch 00006: loss did not improve from 0.00003
282/282 [==============================] - 1s 5ms/step - loss: 2.7330e-05 - mean_squared_error: 2.7330e-05 - val_loss: 9.2120e-06 - val_mean_squared_error: 9.2120e-06
Epoch 7/500
271/282 [===========================>..] - ETA: 0s - loss: 2.7732e-05 - mean_squared_error: 2.7732e-05
Epoch 00007: loss did not improve from 0.00003
282/282 [==============================] - 1s 5ms/step - loss: 2.7339e-05 - mean_squared_error: 2.7339e-05 - val_loss: 8.6407e-06 - val_mean_squared_error: 8.6407e-06
Epoch 8/500
280/282 [============================>.] - ETA: 0s - loss: 2.6293e-05 - mean_squared_error: 2.6293e-05
Epoch 00008: loss improved from 0.00003 to 0.00003, saving model to ./model_LSTM/64\08-0.0000.hdf5
282/282 [==============================] - 1s 5ms/step - loss: 2.6256e-05 - mean_squared_error: 2.6256e-05 - val_loss: 9.4454e-06 - val_mean_squared_error: 9.4454e-06
Epoch 9/500
271/282 [===========================>..] - ETA: 0s - loss: 2.6779e-05 - mean_squared_error: 2.6779e-05
Epoch 00009: loss improved from 0.00003 to 0.00003, saving model to ./model_LSTM/64\09-0.0000.hdf5
282/282 [==============================] - 1s 5ms/step - loss: 2.6102e-05 - mean_squared_error: 2.6102e-05 - val_loss: 9.9466e-06 - val_mean_squared_error: 9.9466e-06
Epoch 10/500
277/282 [============================>.] - ETA: 0s - loss: 2.6471e-05 - mean_squared_error: 2.6471e-05
Epoch 00010: loss did not improve from 0.00003
282/282 [==============================] - 1s 5ms/step - loss: 2.6221e-05 - mean_squared_error: 2.6221e-05 - val_loss: 8.9176e-06 - val_mean_squared_error: 8.9176e-06
Epoch 11/500
282/282 [==============================] - ETA: 0s - loss: 2.7147e-05 - mean_squared_error: 2.7147e-05
Epoch 00011: loss did not improve from 0.00003
282/282 [==============================] - 1s 5ms/step - loss: 2.7147e-05 - mean_squared_error: 2.7147e-05 - val_loss: 8.4354e-06 - val_mean_squared_error: 8.4354e-06
Epoch 12/500
277/282 [============================>.] - ETA: 0s - loss: 2.3512e-05 - mean_squared_error: 2.3512e-05
Epoch 00012: loss improved from 0.00003 to 0.00002, saving model to ./model_LSTM/64\12-0.0000.hdf5
282/282 [==============================] - 1s 5ms/step - loss: 2.4914e-05 - mean_squared_error: 2.4914e-05 - val_loss: 1.0600e-05 - val_mean_squared_error: 1.0600e-05
Epoch 13/500
280/282 [============================>.] - ETA: 0s - loss: 2.4682e-05 - mean_squared_error: 2.4682e-05
Epoch 00013: loss improved from 0.00002 to 0.00002, saving model to ./model_LSTM/64\13-0.0000.hdf5
282/282 [==============================] - 1s 5ms/step - loss: 2.4605e-05 - mean_squared_error: 2.4605e-05 - val_loss: 1.0442e-05 - val_mean_squared_error: 1.0442e-05
Epoch 14/500
279/282 [============================>.] - ETA: 0s - loss: 2.4237e-05 - mean_squared_error: 2.4237e-05
Epoch 00014: loss improved from 0.00002 to 0.00002, saving model to ./model_LSTM/64\14-0.0000.hdf5
282/282 [==============================] - 1s 5ms/step - loss: 2.4175e-05 - mean_squared_error: 2.4175e-05 - val_loss: 1.0813e-05 - val_mean_squared_error: 1.0813e-05
Epoch 15/500
277/282 [============================>.] - ETA: 0s - loss: 2.4356e-05 - mean_squared_error: 2.4356e-05
Epoch 00015: loss did not improve from 0.00002
282/282 [==============================] - 1s 5ms/step - loss: 2.4216e-05 - mean_squared_error: 2.4216e-05 - val_loss: 9.2866e-06 - val_mean_squared_error: 9.2866e-06
Epoch 16/500
275/282 [============================>.] - ETA: 0s - loss: 2.3812e-05 - mean_squared_error: 2.3812e-05
Epoch 00016: loss improved from 0.00002 to 0.00002, saving model to ./model_LSTM/64\16-0.0000.hdf5
282/282 [==============================] - 1s 5ms/step - loss: 2.3628e-05 - mean_squared_error: 2.3628e-05 - val_loss: 1.0059e-05 - val_mean_squared_error: 1.0059e-05
Epoch 17/500
281/282 [============================>.] - ETA: 0s - loss: 2.3074e-05 - mean_squared_error: 2.3074e-05
Epoch 00017: loss improved from 0.00002 to 0.00002, saving model to ./model_LSTM/64\17-0.0000.hdf5
282/282 [==============================] - 1s 5ms/step - loss: 2.3048e-05 - mean_squared_error: 2.3048e-05 - val_loss: 1.0636e-05 - val_mean_squared_error: 1.0636e-05
Epoch 18/500
275/282 [============================>.] - ETA: 0s - loss: 2.2648e-05 - mean_squared_error: 2.2648e-05
Epoch 00018: loss improved from 0.00002 to 0.00002, saving model to ./model_LSTM/64\18-0.0000.hdf5
282/282 [==============================] - 1s 5ms/step - loss: 2.2457e-05 - mean_squared_error: 2.2457e-05 - val_loss: 1.2078e-05 - val_mean_squared_error: 1.2078e-05
Epoch 19/500
280/282 [============================>.] - ETA: 0s - loss: 2.2148e-05 - mean_squared_error: 2.2148e-05
Epoch 00019: loss improved from 0.00002 to 0.00002, saving model to ./model_LSTM/64\19-0.0000.hdf5
282/282 [==============================] - 1s 5ms/step - loss: 2.2050e-05 - mean_squared_error: 2.2050e-05 - val_loss: 1.0095e-05 - val_mean_squared_error: 1.0095e-05
Epoch 20/500
275/282 [============================>.] - ETA: 0s - loss: 2.2568e-05 - mean_squared_error: 2.2568e-05
Epoch 00020: loss did not improve from 0.00002
282/282 [==============================] - 1s 5ms/step - loss: 2.2571e-05 - mean_squared_error: 2.2571e-05 - val_loss: 1.3909e-05 - val_mean_squared_error: 1.3909e-05
Epoch 21/500
277/282 [============================>.] - ETA: 0s - loss: 2.3727e-05 - mean_squared_error: 2.3727e-05
Epoch 00021: loss did not improve from 0.00002
282/282 [==============================] - 1s 5ms/step - loss: 2.3847e-05 - mean_squared_error: 2.3847e-05 - val_loss: 1.0579e-05 - val_mean_squared_error: 1.0579e-05
Epoch 22/500
275/282 [============================>.] - ETA: 0s - loss: 2.2178e-05 - mean_squared_error: 2.2178e-05
Epoch 00022: loss did not improve from 0.00002
282/282 [==============================] - 2s 5ms/step - loss: 2.2161e-05 - mean_squared_error: 2.2161e-05 - val_loss: 1.0826e-05 - val_mean_squared_error: 1.0826e-05
Epoch 23/500
278/282 [============================>.] - ETA: 0s - loss: 2.0546e-05 - mean_squared_error: 2.0546e-05
Epoch 00023: loss improved from 0.00002 to 0.00002, saving model to ./model_LSTM/64\23-0.0000.hdf5
282/282 [==============================] - 1s 5ms/step - loss: 2.0441e-05 - mean_squared_error: 2.0441e-05 - val_loss: 1.2037e-05 - val_mean_squared_error: 1.2037e-05
Epoch 24/500
272/282 [===========================>..] - ETA: 0s - loss: 2.1513e-05 - mean_squared_error: 2.1513e-05
Epoch 00024: loss did not improve from 0.00002
282/282 [==============================] - 1s 5ms/step - loss: 2.1160e-05 - mean_squared_error: 2.1160e-05 - val_loss: 1.3013e-05 - val_mean_squared_error: 1.3013e-05
Epoch 25/500
278/282 [============================>.] - ETA: 0s - loss: 2.1164e-05 - mean_squared_error: 2.1164e-05
Epoch 00025: loss did not improve from 0.00002
282/282 [==============================] - 2s 5ms/step - loss: 2.1208e-05 - mean_squared_error: 2.1208e-05 - val_loss: 1.0595e-05 - val_mean_squared_error: 1.0595e-05
Epoch 26/500
280/282 [============================>.] - ETA: 0s - loss: 2.0795e-05 - mean_squared_error: 2.0795e-05
Epoch 00026: loss did not improve from 0.00002
282/282 [==============================] - 1s 5ms/step - loss: 2.0724e-05 - mean_squared_error: 2.0724e-05 - val_loss: 1.1107e-05 - val_mean_squared_error: 1.1107e-05
Epoch 27/500
280/282 [============================>.] - ETA: 0s - loss: 1.9201e-05 - mean_squared_error: 1.9201e-05
Epoch 00027: loss improved from 0.00002 to 0.00002, saving model to ./model_LSTM/64\27-0.0000.hdf5
282/282 [==============================] - 1s 5ms/step - loss: 1.9156e-05 - mean_squared_error: 1.9156e-05 - val_loss: 1.1340e-05 - val_mean_squared_error: 1.1340e-05
Epoch 28/500
273/282 [============================>.] - ETA: 0s - loss: 1.9725e-05 - mean_squared_error: 1.9725e-05
Epoch 00028: loss did not improve from 0.00002
282/282 [==============================] - 1s 5ms/step - loss: 1.9901e-05 - mean_squared_error: 1.9901e-05 - val_loss: 1.7195e-05 - val_mean_squared_error: 1.7195e-05
Epoch 29/500
281/282 [============================>.] - ETA: 0s - loss: 2.0789e-05 - mean_squared_error: 2.0789e-05
Epoch 00029: loss did not improve from 0.00002
282/282 [==============================] - 1s 5ms/step - loss: 2.0794e-05 - mean_squared_error: 2.0794e-05 - val_loss: 1.7543e-05 - val_mean_squared_error: 1.7543e-05
Epoch 30/500
272/282 [===========================>..] - ETA: 0s - loss: 2.0371e-05 - mean_squared_error: 2.0371e-05
Epoch 00030: loss did not improve from 0.00002
282/282 [==============================] - 1s 5ms/step - loss: 2.0075e-05 - mean_squared_error: 2.0075e-05 - val_loss: 1.5361e-05 - val_mean_squared_error: 1.5361e-05
Epoch 31/500
276/282 [============================>.] - ETA: 0s - loss: 1.9691e-05 - mean_squared_error: 1.9691e-05
Epoch 00031: loss did not improve from 0.00002
282/282 [==============================] - 1s 5ms/step - loss: 1.9625e-05 - mean_squared_error: 1.9625e-05 - val_loss: 1.6964e-05 - val_mean_squared_error: 1.6964e-05
Epoch 32/500
282/282 [==============================] - ETA: 0s - loss: 1.8934e-05 - mean_squared_error: 1.8934e-05
Epoch 00032: loss improved from 0.00002 to 0.00002, saving model to ./model_LSTM/64\32-0.0000.hdf5
282/282 [==============================] - 1s 5ms/step - loss: 1.8934e-05 - mean_squared_error: 1.8934e-05 - val_loss: 1.4967e-05 - val_mean_squared_error: 1.4967e-05
Epoch 33/500
277/282 [============================>.] - ETA: 0s - loss: 1.9363e-05 - mean_squared_error: 1.9363e-05
Epoch 00033: loss did not improve from 0.00002
282/282 [==============================] - 1s 5ms/step - loss: 1.9151e-05 - mean_squared_error: 1.9151e-05 - val_loss: 1.7774e-05 - val_mean_squared_error: 1.7774e-05
Epoch 34/500
281/282 [============================>.] - ETA: 0s - loss: 1.9977e-05 - mean_squared_error: 1.9977e-05
Epoch 00034: loss did not improve from 0.00002
282/282 [==============================] - 1s 5ms/step - loss: 1.9957e-05 - mean_squared_error: 1.9957e-05 - val_loss: 1.5533e-05 - val_mean_squared_error: 1.5533e-05
Epoch 35/500
281/282 [============================>.] - ETA: 0s - loss: 2.0042e-05 - mean_squared_error: 2.0042e-05
Epoch 00035: loss did not improve from 0.00002
282/282 [==============================] - 2s 5ms/step - loss: 2.0081e-05 - mean_squared_error: 2.0081e-05 - val_loss: 1.4673e-05 - val_mean_squared_error: 1.4673e-05
Epoch 36/500
278/282 [============================>.] - ETA: 0s - loss: 1.9167e-05 - mean_squared_error: 1.9167e-05
Epoch 00036: loss did not improve from 0.00002
282/282 [==============================] - 1s 5ms/step - loss: 1.9047e-05 - mean_squared_error: 1.9047e-05 - val_loss: 1.8677e-05 - val_mean_squared_error: 1.8677e-05
Epoch 37/500
282/282 [==============================] - ETA: 0s - loss: 1.8251e-05 - mean_squared_error: 1.8251e-05
Epoch 00037: loss improved from 0.00002 to 0.00002, saving model to ./model_LSTM/64\37-0.0000.hdf5
282/282 [==============================] - 1s 5ms/step - loss: 1.8251e-05 - mean_squared_error: 1.8251e-05 - val_loss: 1.4444e-05 - val_mean_squared_error: 1.4444e-05
Epoch 38/500
281/282 [============================>.] - ETA: 0s - loss: 1.9059e-05 - mean_squared_error: 1.9059e-05
Epoch 00038: loss did not improve from 0.00002
282/282 [==============================] - 1s 5ms/step - loss: 1.9025e-05 - mean_squared_error: 1.9025e-05 - val_loss: 1.3674e-05 - val_mean_squared_error: 1.3674e-05
Epoch 39/500
277/282 [============================>.] - ETA: 0s - loss: 1.8218e-05 - mean_squared_error: 1.8218e-05
Epoch 00039: loss improved from 0.00002 to 0.00002, saving model to ./model_LSTM/64\39-0.0000.hdf5
282/282 [==============================] - 1s 5ms/step - loss: 1.8149e-05 - mean_squared_error: 1.8149e-05 - val_loss: 1.5744e-05 - val_mean_squared_error: 1.5744e-05
Epoch 40/500
275/282 [============================>.] - ETA: 0s - loss: 1.7657e-05 - mean_squared_error: 1.7657e-05
Epoch 00040: loss improved from 0.00002 to 0.00002, saving model to ./model_LSTM/64\40-0.0000.hdf5
282/282 [==============================] - 1s 5ms/step - loss: 1.7430e-05 - mean_squared_error: 1.7430e-05 - val_loss: 1.8054e-05 - val_mean_squared_error: 1.8054e-05
Epoch 41/500
278/282 [============================>.] - ETA: 0s - loss: 1.7787e-05 - mean_squared_error: 1.7787e-05
Epoch 00041: loss did not improve from 0.00002
282/282 [==============================] - 1s 5ms/step - loss: 1.7820e-05 - mean_squared_error: 1.7820e-05 - val_loss: 2.1685e-05 - val_mean_squared_error: 2.1685e-05
Epoch 42/500
270/282 [===========================>..] - ETA: 0s - loss: 1.8357e-05 - mean_squared_error: 1.8357e-05
Epoch 00042: loss did not improve from 0.00002
282/282 [==============================] - 1s 5ms/step - loss: 1.8879e-05 - mean_squared_error: 1.8879e-05 - val_loss: 1.8146e-05 - val_mean_squared_error: 1.8146e-05
Epoch 43/500
273/282 [============================>.] - ETA: 0s - loss: 2.1579e-05 - mean_squared_error: 2.1579e-05
Epoch 00043: loss did not improve from 0.00002
282/282 [==============================] - 2s 5ms/step - loss: 2.1262e-05 - mean_squared_error: 2.1262e-05 - val_loss: 1.6564e-05 - val_mean_squared_error: 1.6564e-05
Epoch 44/500
272/282 [===========================>..] - ETA: 0s - loss: 1.8086e-05 - mean_squared_error: 1.8086e-05
Epoch 00044: loss did not improve from 0.00002
282/282 [==============================] - 1s 5ms/step - loss: 1.8114e-05 - mean_squared_error: 1.8114e-05 - val_loss: 1.9794e-05 - val_mean_squared_error: 1.9794e-05
Epoch 45/500
281/282 [============================>.] - ETA: 0s - loss: 1.8076e-05 - mean_squared_error: 1.8076e-05
Epoch 00045: loss did not improve from 0.00002
282/282 [==============================] - 1s 5ms/step - loss: 1.8055e-05 - mean_squared_error: 1.8055e-05 - val_loss: 1.7159e-05 - val_mean_squared_error: 1.7159e-05
Epoch 00045: early stopping
Epoch 1/500
986/990 [============================>.] - ETA: 0s - loss: 4.6663e-05 - mean_squared_error: 4.6663e-05
Epoch 00001: loss improved from inf to 0.00005, saving model to ./model_LSTM/65\01-0.0000.hdf5
990/990 [==============================] - 5s 5ms/step - loss: 4.6785e-05 - mean_squared_error: 4.6785e-05 - val_loss: 4.6425e-05 - val_mean_squared_error: 4.6425e-05
Epoch 2/500
987/990 [============================>.] - ETA: 0s - loss: 4.3208e-05 - mean_squared_error: 4.3208e-05
Epoch 00002: loss improved from 0.00005 to 0.00004, saving model to ./model_LSTM/65\02-0.0001.hdf5
990/990 [==============================] - 5s 5ms/step - loss: 4.3138e-05 - mean_squared_error: 4.3138e-05 - val_loss: 5.5840e-05 - val_mean_squared_error: 5.5840e-05
Epoch 3/500
990/990 [==============================] - ETA: 0s - loss: 3.7043e-05 - mean_squared_error: 3.7043e-05
Epoch 00003: loss improved from 0.00004 to 0.00004, saving model to ./model_LSTM/65\03-0.0000.hdf5
990/990 [==============================] - 6s 6ms/step - loss: 3.7043e-05 - mean_squared_error: 3.7043e-05 - val_loss: 4.7935e-05 - val_mean_squared_error: 4.7935e-05
Epoch 4/500
987/990 [============================>.] - ETA: 0s - loss: 3.6586e-05 - mean_squared_error: 3.6586e-05
Epoch 00004: loss improved from 0.00004 to 0.00004, saving model to ./model_LSTM/65\04-0.0001.hdf5
990/990 [==============================] - 5s 5ms/step - loss: 3.6878e-05 - mean_squared_error: 3.6878e-05 - val_loss: 6.2032e-05 - val_mean_squared_error: 6.2032e-05
Epoch 5/500
987/990 [============================>.] - ETA: 0s - loss: 3.5750e-05 - mean_squared_error: 3.5750e-05
Epoch 00005: loss improved from 0.00004 to 0.00004, saving model to ./model_LSTM/65\05-0.0000.hdf5
990/990 [==============================] - 6s 6ms/step - loss: 3.5652e-05 - mean_squared_error: 3.5652e-05 - val_loss: 4.6883e-05 - val_mean_squared_error: 4.6883e-05
Epoch 6/500
987/990 [============================>.] - ETA: 0s - loss: 3.5158e-05 - mean_squared_error: 3.5158e-05
Epoch 00006: loss improved from 0.00004 to 0.00004, saving model to ./model_LSTM/65\06-0.0000.hdf5
990/990 [==============================] - 6s 6ms/step - loss: 3.5074e-05 - mean_squared_error: 3.5074e-05 - val_loss: 4.8096e-05 - val_mean_squared_error: 4.8096e-05
Epoch 7/500
988/990 [============================>.] - ETA: 0s - loss: 3.6040e-05 - mean_squared_error: 3.6040e-05
Epoch 00007: loss did not improve from 0.00004
990/990 [==============================] - 6s 6ms/step - loss: 3.5980e-05 - mean_squared_error: 3.5980e-05 - val_loss: 7.3417e-05 - val_mean_squared_error: 7.3417e-05
Epoch 8/500
987/990 [============================>.] - ETA: 0s - loss: 3.2410e-05 - mean_squared_error: 3.2410e-05
Epoch 00008: loss improved from 0.00004 to 0.00003, saving model to ./model_LSTM/65\08-0.0001.hdf5
990/990 [==============================] - 6s 6ms/step - loss: 3.2480e-05 - mean_squared_error: 3.2480e-05 - val_loss: 8.8451e-05 - val_mean_squared_error: 8.8451e-05
Epoch 9/500
988/990 [============================>.] - ETA: 0s - loss: 1.0795e-04 - mean_squared_error: 1.0795e-04
Epoch 00009: loss did not improve from 0.00003
990/990 [==============================] - 6s 6ms/step - loss: 1.0779e-04 - mean_squared_error: 1.0779e-04 - val_loss: 4.6225e-05 - val_mean_squared_error: 4.6225e-05
Epoch 10/500
989/990 [============================>.] - ETA: 0s - loss: 3.2000e-05 - mean_squared_error: 3.2000e-05
Epoch 00010: loss improved from 0.00003 to 0.00003, saving model to ./model_LSTM/65\10-0.0000.hdf5
990/990 [==============================] - 7s 7ms/step - loss: 3.1972e-05 - mean_squared_error: 3.1972e-05 - val_loss: 4.5639e-05 - val_mean_squared_error: 4.5639e-05
Epoch 11/500
988/990 [============================>.] - ETA: 0s - loss: 3.1160e-05 - mean_squared_error: 3.1160e-05
Epoch 00011: loss improved from 0.00003 to 0.00003, saving model to ./model_LSTM/65\11-0.0000.hdf5
990/990 [==============================] - 7s 7ms/step - loss: 3.1122e-05 - mean_squared_error: 3.1122e-05 - val_loss: 4.8786e-05 - val_mean_squared_error: 4.8786e-05
Epoch 12/500
982/990 [============================>.] - ETA: 0s - loss: 3.1284e-05 - mean_squared_error: 3.1284e-05
Epoch 00012: loss did not improve from 0.00003
990/990 [==============================] - 6s 6ms/step - loss: 3.1200e-05 - mean_squared_error: 3.1200e-05 - val_loss: 4.8238e-05 - val_mean_squared_error: 4.8238e-05
Epoch 13/500
983/990 [============================>.] - ETA: 0s - loss: 3.4517e-05 - mean_squared_error: 3.4517e-05
Epoch 00013: loss did not improve from 0.00003
990/990 [==============================] - 6s 6ms/step - loss: 3.4361e-05 - mean_squared_error: 3.4361e-05 - val_loss: 5.8011e-05 - val_mean_squared_error: 5.8011e-05
Epoch 14/500
983/990 [============================>.] - ETA: 0s - loss: 3.6101e-05 - mean_squared_error: 3.6101e-05
Epoch 00014: loss did not improve from 0.00003
990/990 [==============================] - 5s 6ms/step - loss: 3.5882e-05 - mean_squared_error: 3.5882e-05 - val_loss: 4.9309e-05 - val_mean_squared_error: 4.9309e-05
Epoch 15/500
988/990 [============================>.] - ETA: 0s - loss: 3.1979e-05 - mean_squared_error: 3.1979e-05
Epoch 00015: loss did not improve from 0.00003
990/990 [==============================] - 5s 5ms/step - loss: 3.1964e-05 - mean_squared_error: 3.1964e-05 - val_loss: 5.0741e-05 - val_mean_squared_error: 5.0741e-05
Epoch 16/500
990/990 [==============================] - ETA: 0s - loss: 3.1636e-05 - mean_squared_error: 3.1636e-05
Epoch 00016: loss did not improve from 0.00003
990/990 [==============================] - 5s 5ms/step - loss: 3.1636e-05 - mean_squared_error: 3.1636e-05 - val_loss: 5.7108e-05 - val_mean_squared_error: 5.7108e-05
Epoch 00016: early stopping
Epoch 1/500
6707/6718 [============================>.] - ETA: 0s - loss: 5.1827e-05 - mean_squared_error: 5.1827e-05
Epoch 00001: loss improved from inf to 0.00005, saving model to ./model_LSTM/66\01-0.0000.hdf5
6718/6718 [==============================] - 33s 5ms/step - loss: 5.1764e-05 - mean_squared_error: 5.1764e-05 - val_loss: 2.4007e-05 - val_mean_squared_error: 2.4007e-05
Epoch 2/500
6713/6718 [============================>.] - ETA: 0s - loss: 4.7455e-05 - mean_squared_error: 4.7455e-05
Epoch 00002: loss improved from 0.00005 to 0.00005, saving model to ./model_LSTM/66\02-0.0000.hdf5
6718/6718 [==============================] - 33s 5ms/step - loss: 4.7426e-05 - mean_squared_error: 4.7426e-05 - val_loss: 2.2862e-05 - val_mean_squared_error: 2.2862e-05
Epoch 3/500
6710/6718 [============================>.] - ETA: 0s - loss: 4.6348e-05 - mean_squared_error: 4.6348e-05
Epoch 00003: loss improved from 0.00005 to 0.00005, saving model to ./model_LSTM/66\03-0.0000.hdf5
6718/6718 [==============================] - 38s 6ms/step - loss: 4.6299e-05 - mean_squared_error: 4.6299e-05 - val_loss: 2.0038e-05 - val_mean_squared_error: 2.0038e-05
Epoch 4/500
6715/6718 [============================>.] - ETA: 0s - loss: 4.5521e-05 - mean_squared_error: 4.5521e-05
Epoch 00004: loss improved from 0.00005 to 0.00005, saving model to ./model_LSTM/66\04-0.0000.hdf5
6718/6718 [==============================] - 42s 6ms/step - loss: 4.5506e-05 - mean_squared_error: 4.5506e-05 - val_loss: 2.1942e-05 - val_mean_squared_error: 2.1942e-05
Epoch 5/500
6712/6718 [============================>.] - ETA: 0s - loss: 4.5325e-05 - mean_squared_error: 4.5325e-05
Epoch 00005: loss improved from 0.00005 to 0.00005, saving model to ./model_LSTM/66\05-0.0000.hdf5
6718/6718 [==============================] - 33s 5ms/step - loss: 4.5298e-05 - mean_squared_error: 4.5298e-05 - val_loss: 1.7913e-05 - val_mean_squared_error: 1.7913e-05
Epoch 6/500
6717/6718 [============================>.] - ETA: 0s - loss: 4.4782e-05 - mean_squared_error: 4.4782e-05
Epoch 00006: loss improved from 0.00005 to 0.00004, saving model to ./model_LSTM/66\06-0.0000.hdf5
6718/6718 [==============================] - 33s 5ms/step - loss: 4.4922e-05 - mean_squared_error: 4.4922e-05 - val_loss: 1.9972e-05 - val_mean_squared_error: 1.9972e-05
Epoch 7/500
6710/6718 [============================>.] - ETA: 0s - loss: 4.4921e-05 - mean_squared_error: 4.4921e-05
Epoch 00007: loss improved from 0.00004 to 0.00004, saving model to ./model_LSTM/66\07-0.0000.hdf5
6718/6718 [==============================] - 37s 6ms/step - loss: 4.4875e-05 - mean_squared_error: 4.4875e-05 - val_loss: 2.0944e-05 - val_mean_squared_error: 2.0944e-05
Epoch 8/500
6713/6718 [============================>.] - ETA: 0s - loss: 4.4151e-05 - mean_squared_error: 4.4151e-05
Epoch 00008: loss improved from 0.00004 to 0.00004, saving model to ./model_LSTM/66\08-0.0000.hdf5
6718/6718 [==============================] - 50s 7ms/step - loss: 4.4123e-05 - mean_squared_error: 4.4123e-05 - val_loss: 1.7031e-05 - val_mean_squared_error: 1.7031e-05
Epoch 9/500
6715/6718 [============================>.] - ETA: 0s - loss: 4.3742e-05 - mean_squared_error: 4.3742e-05
Epoch 00009: loss improved from 0.00004 to 0.00004, saving model to ./model_LSTM/66\09-0.0000.hdf5
6718/6718 [==============================] - 33s 5ms/step - loss: 4.3726e-05 - mean_squared_error: 4.3726e-05 - val_loss: 1.8254e-05 - val_mean_squared_error: 1.8254e-05
Epoch 10/500
6712/6718 [============================>.] - ETA: 0s - loss: 4.3449e-05 - mean_squared_error: 4.3449e-05
Epoch 00010: loss improved from 0.00004 to 0.00004, saving model to ./model_LSTM/66\10-0.0000.hdf5
6718/6718 [==============================] - 33s 5ms/step - loss: 4.3422e-05 - mean_squared_error: 4.3422e-05 - val_loss: 1.8383e-05 - val_mean_squared_error: 1.8383e-05
Epoch 11/500
6715/6718 [============================>.] - ETA: 0s - loss: 4.3016e-05 - mean_squared_error: 4.3016e-05
Epoch 00011: loss improved from 0.00004 to 0.00004, saving model to ./model_LSTM/66\11-0.0000.hdf5
6718/6718 [==============================] - 37s 5ms/step - loss: 4.3002e-05 - mean_squared_error: 4.3002e-05 - val_loss: 2.1393e-05 - val_mean_squared_error: 2.1393e-05
Epoch 12/500
6714/6718 [============================>.] - ETA: 0s - loss: 4.2833e-05 - mean_squared_error: 4.2833e-05
Epoch 00012: loss improved from 0.00004 to 0.00004, saving model to ./model_LSTM/66\12-0.0000.hdf5
6718/6718 [==============================] - 42s 6ms/step - loss: 4.2810e-05 - mean_squared_error: 4.2810e-05 - val_loss: 1.7687e-05 - val_mean_squared_error: 1.7687e-05
Epoch 13/500
6709/6718 [============================>.] - ETA: 0s - loss: 4.3065e-05 - mean_squared_error: 4.3065e-05
Epoch 00013: loss did not improve from 0.00004
6718/6718 [==============================] - 34s 5ms/step - loss: 4.3018e-05 - mean_squared_error: 4.3018e-05 - val_loss: 1.9111e-05 - val_mean_squared_error: 1.9111e-05
Epoch 14/500
6709/6718 [============================>.] - ETA: 0s - loss: 4.2367e-05 - mean_squared_error: 4.2367e-05
Epoch 00014: loss improved from 0.00004 to 0.00004, saving model to ./model_LSTM/66\14-0.0000.hdf5
6718/6718 [==============================] - 33s 5ms/step - loss: 4.2340e-05 - mean_squared_error: 4.2340e-05 - val_loss: 1.7153e-05 - val_mean_squared_error: 1.7153e-05
Epoch 15/500
6709/6718 [============================>.] - ETA: 0s - loss: 4.2313e-05 - mean_squared_error: 4.2313e-05
Epoch 00015: loss improved from 0.00004 to 0.00004, saving model to ./model_LSTM/66\15-0.0000.hdf5
6718/6718 [==============================] - 41s 6ms/step - loss: 4.2286e-05 - mean_squared_error: 4.2286e-05 - val_loss: 1.6071e-05 - val_mean_squared_error: 1.6071e-05
Epoch 16/500
6718/6718 [==============================] - ETA: 0s - loss: 4.2223e-05 - mean_squared_error: 4.2223e-05
Epoch 00016: loss improved from 0.00004 to 0.00004, saving model to ./model_LSTM/66\16-0.0000.hdf5
6718/6718 [==============================] - 55s 8ms/step - loss: 4.2223e-05 - mean_squared_error: 4.2223e-05 - val_loss: 2.2132e-05 - val_mean_squared_error: 2.2132e-05
Epoch 17/500
6718/6718 [==============================] - ETA: 0s - loss: 4.1332e-05 - mean_squared_error: 4.1332e-05
Epoch 00017: loss improved from 0.00004 to 0.00004, saving model to ./model_LSTM/66\17-0.0000.hdf5
6718/6718 [==============================] - 39s 6ms/step - loss: 4.1332e-05 - mean_squared_error: 4.1332e-05 - val_loss: 2.2414e-05 - val_mean_squared_error: 2.2414e-05
Epoch 18/500
6710/6718 [============================>.] - ETA: 0s - loss: 4.1446e-05 - mean_squared_error: 4.1446e-05
Epoch 00018: loss did not improve from 0.00004
6718/6718 [==============================] - 33s 5ms/step - loss: 4.1405e-05 - mean_squared_error: 4.1405e-05 - val_loss: 1.4449e-05 - val_mean_squared_error: 1.4449e-05
Epoch 19/500
6712/6718 [============================>.] - ETA: 0s - loss: 4.1147e-05 - mean_squared_error: 4.1147e-05
Epoch 00019: loss did not improve from 0.00004
6718/6718 [==============================] - 37s 5ms/step - loss: 4.1746e-05 - mean_squared_error: 4.1746e-05 - val_loss: 4.3486e-05 - val_mean_squared_error: 4.3486e-05
Epoch 20/500
6715/6718 [============================>.] - ETA: 0s - loss: 4.0710e-05 - mean_squared_error: 4.0710e-05
Epoch 00020: loss improved from 0.00004 to 0.00004, saving model to ./model_LSTM/66\20-0.0000.hdf5
6718/6718 [==============================] - 44s 7ms/step - loss: 4.0732e-05 - mean_squared_error: 4.0732e-05 - val_loss: 1.5579e-05 - val_mean_squared_error: 1.5579e-05
Epoch 21/500
6717/6718 [============================>.] - ETA: 0s - loss: 4.0792e-05 - mean_squared_error: 4.0792e-05
Epoch 00021: loss did not improve from 0.00004
6718/6718 [==============================] - 34s 5ms/step - loss: 4.1034e-05 - mean_squared_error: 4.1034e-05 - val_loss: 4.2623e-05 - val_mean_squared_error: 4.2623e-05
Epoch 22/500
6707/6718 [============================>.] - ETA: 0s - loss: 4.1514e-05 - mean_squared_error: 4.1514e-05
Epoch 00022: loss did not improve from 0.00004
6718/6718 [==============================] - 38s 6ms/step - loss: 4.1470e-05 - mean_squared_error: 4.1470e-05 - val_loss: 1.8240e-05 - val_mean_squared_error: 1.8240e-05
Epoch 23/500
6717/6718 [============================>.] - ETA: 0s - loss: 4.0481e-05 - mean_squared_error: 4.0481e-05
Epoch 00023: loss improved from 0.00004 to 0.00004, saving model to ./model_LSTM/66\23-0.0000.hdf5
6718/6718 [==============================] - 38s 6ms/step - loss: 4.0482e-05 - mean_squared_error: 4.0482e-05 - val_loss: 3.7510e-05 - val_mean_squared_error: 3.7510e-05
Epoch 24/500
6716/6718 [============================>.] - ETA: 0s - loss: 4.0297e-05 - mean_squared_error: 4.0297e-05
Epoch 00024: loss improved from 0.00004 to 0.00004, saving model to ./model_LSTM/66\24-0.0000.hdf5
6718/6718 [==============================] - 42s 6ms/step - loss: 4.0287e-05 - mean_squared_error: 4.0287e-05 - val_loss: 1.5728e-05 - val_mean_squared_error: 1.5728e-05
Epoch 25/500
6714/6718 [============================>.] - ETA: 0s - loss: 4.0182e-05 - mean_squared_error: 4.0182e-05
Epoch 00025: loss improved from 0.00004 to 0.00004, saving model to ./model_LSTM/66\25-0.0000.hdf5
6718/6718 [==============================] - 34s 5ms/step - loss: 4.0161e-05 - mean_squared_error: 4.0161e-05 - val_loss: 1.6958e-05 - val_mean_squared_error: 1.6958e-05
Epoch 26/500
6715/6718 [============================>.] - ETA: 0s - loss: 4.0530e-05 - mean_squared_error: 4.0530e-05
Epoch 00026: loss did not improve from 0.00004
6718/6718 [==============================] - 33s 5ms/step - loss: 4.0519e-05 - mean_squared_error: 4.0519e-05 - val_loss: 1.6149e-05 - val_mean_squared_error: 1.6149e-05
Epoch 27/500
6717/6718 [============================>.] - ETA: 0s - loss: 4.0518e-05 - mean_squared_error: 4.0518e-05
Epoch 00027: loss did not improve from 0.00004
6718/6718 [==============================] - 37s 5ms/step - loss: 4.0514e-05 - mean_squared_error: 4.0514e-05 - val_loss: 1.8567e-05 - val_mean_squared_error: 1.8567e-05
Epoch 28/500
6712/6718 [============================>.] - ETA: 0s - loss: 4.0407e-05 - mean_squared_error: 4.0407e-05
Epoch 00028: loss did not improve from 0.00004
6718/6718 [==============================] - 42s 6ms/step - loss: 4.0377e-05 - mean_squared_error: 4.0377e-05 - val_loss: 1.7459e-05 - val_mean_squared_error: 1.7459e-05
Epoch 29/500
6716/6718 [============================>.] - ETA: 0s - loss: 4.0010e-05 - mean_squared_error: 4.0010e-05
Epoch 00029: loss improved from 0.00004 to 0.00004, saving model to ./model_LSTM/66\29-0.0000.hdf5
6718/6718 [==============================] - 36s 5ms/step - loss: 4.0000e-05 - mean_squared_error: 4.0000e-05 - val_loss: 1.6242e-05 - val_mean_squared_error: 1.6242e-05
Epoch 30/500
6711/6718 [============================>.] - ETA: 0s - loss: 4.0556e-05 - mean_squared_error: 4.0556e-05
Epoch 00030: loss did not improve from 0.00004
6718/6718 [==============================] - 33s 5ms/step - loss: 4.0584e-05 - mean_squared_error: 4.0584e-05 - val_loss: 1.8374e-05 - val_mean_squared_error: 1.8374e-05
Epoch 31/500
6718/6718 [==============================] - ETA: 0s - loss: 4.0003e-05 - mean_squared_error: 4.0003e-05
Epoch 00031: loss did not improve from 0.00004
6718/6718 [==============================] - 36s 5ms/step - loss: 4.0003e-05 - mean_squared_error: 4.0003e-05 - val_loss: 1.7170e-05 - val_mean_squared_error: 1.7170e-05
Epoch 32/500
6716/6718 [============================>.] - ETA: 0s - loss: 4.0431e-05 - mean_squared_error: 4.0431e-05
Epoch 00032: loss did not improve from 0.00004
6718/6718 [==============================] - 41s 6ms/step - loss: 4.0422e-05 - mean_squared_error: 4.0422e-05 - val_loss: 1.5266e-05 - val_mean_squared_error: 1.5266e-05
Epoch 33/500
6709/6718 [============================>.] - ETA: 0s - loss: 4.0109e-05 - mean_squared_error: 4.0109e-05
Epoch 00033: loss did not improve from 0.00004
6718/6718 [==============================] - 34s 5ms/step - loss: 4.0158e-05 - mean_squared_error: 4.0158e-05 - val_loss: 1.6177e-05 - val_mean_squared_error: 1.6177e-05
Epoch 34/500
6711/6718 [============================>.] - ETA: 0s - loss: 3.9682e-05 - mean_squared_error: 3.9682e-05
Epoch 00034: loss improved from 0.00004 to 0.00004, saving model to ./model_LSTM/66\34-0.0000.hdf5
6718/6718 [==============================] - 34s 5ms/step - loss: 3.9678e-05 - mean_squared_error: 3.9678e-05 - val_loss: 1.8345e-05 - val_mean_squared_error: 1.8345e-05
Epoch 35/500
6716/6718 [============================>.] - ETA: 0s - loss: 4.2031e-05 - mean_squared_error: 4.2031e-05
Epoch 00035: loss did not improve from 0.00004
6718/6718 [==============================] - 39s 6ms/step - loss: 4.2022e-05 - mean_squared_error: 4.2022e-05 - val_loss: 1.8116e-05 - val_mean_squared_error: 1.8116e-05
Epoch 36/500
6713/6718 [============================>.] - ETA: 0s - loss: 4.0585e-05 - mean_squared_error: 4.0585e-05
Epoch 00036: loss did not improve from 0.00004
6718/6718 [==============================] - 44s 7ms/step - loss: 4.0560e-05 - mean_squared_error: 4.0560e-05 - val_loss: 1.4654e-05 - val_mean_squared_error: 1.4654e-05
Epoch 37/500
6717/6718 [============================>.] - ETA: 0s - loss: 4.0607e-05 - mean_squared_error: 4.0607e-05
Epoch 00037: loss did not improve from 0.00004
6718/6718 [==============================] - 40s 6ms/step - loss: 4.0604e-05 - mean_squared_error: 4.0604e-05 - val_loss: 1.8086e-05 - val_mean_squared_error: 1.8086e-05
Epoch 38/500
6715/6718 [============================>.] - ETA: 0s - loss: 3.9451e-05 - mean_squared_error: 3.9451e-05
Epoch 00038: loss improved from 0.00004 to 0.00004, saving model to ./model_LSTM/66\38-0.0000.hdf5
6718/6718 [==============================] - 39s 6ms/step - loss: 3.9436e-05 - mean_squared_error: 3.9436e-05 - val_loss: 1.6082e-05 - val_mean_squared_error: 1.6082e-05
Epoch 39/500
6717/6718 [============================>.] - ETA: 0s - loss: 4.0177e-05 - mean_squared_error: 4.0177e-05
Epoch 00039: loss did not improve from 0.00004
6718/6718 [==============================] - 50s 8ms/step - loss: 4.0173e-05 - mean_squared_error: 4.0173e-05 - val_loss: 1.6266e-05 - val_mean_squared_error: 1.6266e-05
Epoch 40/500
6716/6718 [============================>.] - ETA: 0s - loss: 3.9578e-05 - mean_squared_error: 3.9578e-05
Epoch 00040: loss did not improve from 0.00004
6718/6718 [==============================] - 60s 9ms/step - loss: 3.9569e-05 - mean_squared_error: 3.9569e-05 - val_loss: 1.5027e-05 - val_mean_squared_error: 1.5027e-05
Epoch 41/500
6712/6718 [============================>.] - ETA: 0s - loss: 3.9669e-05 - mean_squared_error: 3.9669e-05
Epoch 00041: loss did not improve from 0.00004
6718/6718 [==============================] - 47s 7ms/step - loss: 3.9639e-05 - mean_squared_error: 3.9639e-05 - val_loss: 1.4967e-05 - val_mean_squared_error: 1.4967e-05
Epoch 42/500
6717/6718 [============================>.] - ETA: 0s - loss: 3.9434e-05 - mean_squared_error: 3.9434e-05
Epoch 00042: loss improved from 0.00004 to 0.00004, saving model to ./model_LSTM/66\42-0.0000.hdf5
6718/6718 [==============================] - 46s 7ms/step - loss: 3.9431e-05 - mean_squared_error: 3.9431e-05 - val_loss: 1.8213e-05 - val_mean_squared_error: 1.8213e-05
Epoch 43/500
6712/6718 [============================>.] - ETA: 0s - loss: 3.9339e-05 - mean_squared_error: 3.9339e-05
Epoch 00043: loss improved from 0.00004 to 0.00004, saving model to ./model_LSTM/66\43-0.0000.hdf5
6718/6718 [==============================] - 46s 7ms/step - loss: 3.9313e-05 - mean_squared_error: 3.9313e-05 - val_loss: 1.6440e-05 - val_mean_squared_error: 1.6440e-05
Epoch 44/500
6708/6718 [============================>.] - ETA: 0s - loss: 3.9608e-05 - mean_squared_error: 3.9608e-05
Epoch 00044: loss did not improve from 0.00004
6718/6718 [==============================] - 35s 5ms/step - loss: 3.9667e-05 - mean_squared_error: 3.9667e-05 - val_loss: 1.5306e-05 - val_mean_squared_error: 1.5306e-05
Epoch 45/500
6709/6718 [============================>.] - ETA: 0s - loss: 3.9019e-05 - mean_squared_error: 3.9019e-05
Epoch 00045: loss improved from 0.00004 to 0.00004, saving model to ./model_LSTM/66\45-0.0000.hdf5
6718/6718 [==============================] - 37s 5ms/step - loss: 3.8989e-05 - mean_squared_error: 3.8989e-05 - val_loss: 1.5249e-05 - val_mean_squared_error: 1.5249e-05
Epoch 46/500
6712/6718 [============================>.] - ETA: 0s - loss: 3.9823e-05 - mean_squared_error: 3.9823e-05
Epoch 00046: loss did not improve from 0.00004
6718/6718 [==============================] - 43s 6ms/step - loss: 3.9809e-05 - mean_squared_error: 3.9809e-05 - val_loss: 1.4809e-05 - val_mean_squared_error: 1.4809e-05
Epoch 47/500
6717/6718 [============================>.] - ETA: 0s - loss: 3.9533e-05 - mean_squared_error: 3.9533e-05
Epoch 00047: loss did not improve from 0.00004
6718/6718 [==============================] - 44s 7ms/step - loss: 3.9529e-05 - mean_squared_error: 3.9529e-05 - val_loss: 1.7039e-05 - val_mean_squared_error: 1.7039e-05
Epoch 48/500
6712/6718 [============================>.] - ETA: 0s - loss: 4.9029e-05 - mean_squared_error: 4.9029e-05
Epoch 00048: loss did not improve from 0.00004
6718/6718 [==============================] - 35s 5ms/step - loss: 4.9021e-05 - mean_squared_error: 4.9021e-05 - val_loss: 1.5585e-05 - val_mean_squared_error: 1.5585e-05
Epoch 49/500
6712/6718 [============================>.] - ETA: 0s - loss: 4.2287e-05 - mean_squared_error: 4.2287e-05
Epoch 00049: loss did not improve from 0.00004
6718/6718 [==============================] - 37s 6ms/step - loss: 4.2256e-05 - mean_squared_error: 4.2256e-05 - val_loss: 1.5574e-05 - val_mean_squared_error: 1.5574e-05
Epoch 50/500
6711/6718 [============================>.] - ETA: 0s - loss: 3.8695e-05 - mean_squared_error: 3.8695e-05
Epoch 00050: loss improved from 0.00004 to 0.00004, saving model to ./model_LSTM/66\50-0.0000.hdf5
6718/6718 [==============================] - 44s 7ms/step - loss: 3.8672e-05 - mean_squared_error: 3.8672e-05 - val_loss: 2.0466e-05 - val_mean_squared_error: 2.0466e-05
Epoch 51/500
6713/6718 [============================>.] - ETA: 0s - loss: 3.9433e-05 - mean_squared_error: 3.9433e-05
Epoch 00051: loss did not improve from 0.00004
6718/6718 [==============================] - 40s 6ms/step - loss: 3.9411e-05 - mean_squared_error: 3.9411e-05 - val_loss: 1.5783e-05 - val_mean_squared_error: 1.5783e-05
Epoch 52/500
6718/6718 [==============================] - ETA: 0s - loss: 3.8925e-05 - mean_squared_error: 3.8925e-05
Epoch 00052: loss did not improve from 0.00004
6718/6718 [==============================] - 35s 5ms/step - loss: 3.8925e-05 - mean_squared_error: 3.8925e-05 - val_loss: 1.5882e-05 - val_mean_squared_error: 1.5882e-05
Epoch 53/500
6714/6718 [============================>.] - ETA: 0s - loss: 3.8644e-05 - mean_squared_error: 3.8644e-05
Epoch 00053: loss improved from 0.00004 to 0.00004, saving model to ./model_LSTM/66\53-0.0000.hdf5
6718/6718 [==============================] - 39s 6ms/step - loss: 3.8637e-05 - mean_squared_error: 3.8637e-05 - val_loss: 1.7379e-05 - val_mean_squared_error: 1.7379e-05
Epoch 54/500
6712/6718 [============================>.] - ETA: 0s - loss: 3.8955e-05 - mean_squared_error: 3.8955e-05
Epoch 00054: loss did not improve from 0.00004
6718/6718 [==============================] - 46s 7ms/step - loss: 3.8930e-05 - mean_squared_error: 3.8930e-05 - val_loss: 1.5637e-05 - val_mean_squared_error: 1.5637e-05
Epoch 55/500
6715/6718 [============================>.] - ETA: 0s - loss: 3.9334e-05 - mean_squared_error: 3.9334e-05
Epoch 00055: loss did not improve from 0.00004
6718/6718 [==============================] - 39s 6ms/step - loss: 3.9319e-05 - mean_squared_error: 3.9319e-05 - val_loss: 1.4768e-05 - val_mean_squared_error: 1.4768e-05
Epoch 56/500
6716/6718 [============================>.] - ETA: 0s - loss: 3.8564e-05 - mean_squared_error: 3.8564e-05
Epoch 00056: loss improved from 0.00004 to 0.00004, saving model to ./model_LSTM/66\56-0.0000.hdf5
6718/6718 [==============================] - 34s 5ms/step - loss: 3.8567e-05 - mean_squared_error: 3.8567e-05 - val_loss: 1.5270e-05 - val_mean_squared_error: 1.5270e-05
Epoch 57/500
6713/6718 [============================>.] - ETA: 0s - loss: 3.9391e-05 - mean_squared_error: 3.9391e-05
Epoch 00057: loss did not improve from 0.00004
6718/6718 [==============================] - 38s 6ms/step - loss: 3.9368e-05 - mean_squared_error: 3.9368e-05 - val_loss: 1.4584e-05 - val_mean_squared_error: 1.4584e-05
Epoch 58/500
6711/6718 [============================>.] - ETA: 0s - loss: 3.9430e-05 - mean_squared_error: 3.9430e-05
Epoch 00058: loss did not improve from 0.00004
6718/6718 [==============================] - 41s 6ms/step - loss: 3.9400e-05 - mean_squared_error: 3.9400e-05 - val_loss: 1.5800e-05 - val_mean_squared_error: 1.5800e-05
Epoch 59/500
6718/6718 [==============================] - ETA: 0s - loss: 3.9289e-05 - mean_squared_error: 3.9289e-05
Epoch 00059: loss did not improve from 0.00004
6718/6718 [==============================] - 33s 5ms/step - loss: 3.9289e-05 - mean_squared_error: 3.9289e-05 - val_loss: 1.5964e-05 - val_mean_squared_error: 1.5964e-05
Epoch 60/500
6717/6718 [============================>.] - ETA: 0s - loss: 3.8986e-05 - mean_squared_error: 3.8986e-05
Epoch 00060: loss did not improve from 0.00004
6718/6718 [==============================] - 35s 5ms/step - loss: 3.8982e-05 - mean_squared_error: 3.8982e-05 - val_loss: 1.4906e-05 - val_mean_squared_error: 1.4906e-05
Epoch 61/500
6716/6718 [============================>.] - ETA: 0s - loss: 3.8810e-05 - mean_squared_error: 3.8810e-05
Epoch 00061: loss did not improve from 0.00004
6718/6718 [==============================] - 38s 6ms/step - loss: 3.8850e-05 - mean_squared_error: 3.8850e-05 - val_loss: 1.4209e-05 - val_mean_squared_error: 1.4209e-05
Epoch 00061: early stopping
Epoch 1/500
4476/4479 [============================>.] - ETA: 0s - loss: 1.3139e-05 - mean_squared_error: 1.3139e-05
Epoch 00001: loss improved from inf to 0.00001, saving model to ./model_LSTM/67\01-0.0000.hdf5
4479/4479 [==============================] - 31s 7ms/step - loss: 1.3135e-05 - mean_squared_error: 1.3135e-05 - val_loss: 2.3870e-06 - val_mean_squared_error: 2.3870e-06
Epoch 2/500
4479/4479 [==============================] - ETA: 0s - loss: 1.0676e-05 - mean_squared_error: 1.0676e-05
Epoch 00002: loss improved from 0.00001 to 0.00001, saving model to ./model_LSTM/67\02-0.0000.hdf5
4479/4479 [==============================] - 24s 5ms/step - loss: 1.0676e-05 - mean_squared_error: 1.0676e-05 - val_loss: 2.3711e-06 - val_mean_squared_error: 2.3711e-06
Epoch 3/500
4478/4479 [============================>.] - ETA: 0s - loss: 9.8082e-06 - mean_squared_error: 9.8082e-06
Epoch 00003: loss improved from 0.00001 to 0.00001, saving model to ./model_LSTM/67\03-0.0000.hdf5
4479/4479 [==============================] - 22s 5ms/step - loss: 9.8078e-06 - mean_squared_error: 9.8078e-06 - val_loss: 2.6853e-06 - val_mean_squared_error: 2.6853e-06
Epoch 4/500
4477/4479 [============================>.] - ETA: 0s - loss: 9.3575e-06 - mean_squared_error: 9.3575e-06
Epoch 00004: loss improved from 0.00001 to 0.00001, saving model to ./model_LSTM/67\04-0.0000.hdf5
4479/4479 [==============================] - 22s 5ms/step - loss: 9.3563e-06 - mean_squared_error: 9.3563e-06 - val_loss: 2.2274e-06 - val_mean_squared_error: 2.2274e-06
Epoch 5/500
4476/4479 [============================>.] - ETA: 0s - loss: 8.5134e-06 - mean_squared_error: 8.5134e-06
Epoch 00005: loss improved from 0.00001 to 0.00001, saving model to ./model_LSTM/67\05-0.0000.hdf5
4479/4479 [==============================] - 23s 5ms/step - loss: 8.5111e-06 - mean_squared_error: 8.5111e-06 - val_loss: 2.5167e-06 - val_mean_squared_error: 2.5167e-06
Epoch 6/500
4473/4479 [============================>.] - ETA: 0s - loss: 8.0365e-06 - mean_squared_error: 8.0365e-06
Epoch 00006: loss improved from 0.00001 to 0.00001, saving model to ./model_LSTM/67\06-0.0000.hdf5
4479/4479 [==============================] - 25s 6ms/step - loss: 8.0292e-06 - mean_squared_error: 8.0292e-06 - val_loss: 2.3253e-06 - val_mean_squared_error: 2.3253e-06
Epoch 7/500
4473/4479 [============================>.] - ETA: 0s - loss: 7.4629e-06 - mean_squared_error: 7.4629e-06
Epoch 00007: loss improved from 0.00001 to 0.00001, saving model to ./model_LSTM/67\07-0.0000.hdf5
4479/4479 [==============================] - 28s 6ms/step - loss: 7.4589e-06 - mean_squared_error: 7.4589e-06 - val_loss: 2.7578e-06 - val_mean_squared_error: 2.7578e-06
Epoch 8/500
4473/4479 [============================>.] - ETA: 0s - loss: 7.0182e-06 - mean_squared_error: 7.0182e-06
Epoch 00008: loss improved from 0.00001 to 0.00001, saving model to ./model_LSTM/67\08-0.0000.hdf5
4479/4479 [==============================] - 26s 6ms/step - loss: 7.0212e-06 - mean_squared_error: 7.0212e-06 - val_loss: 3.4874e-06 - val_mean_squared_error: 3.4874e-06
Epoch 9/500
4478/4479 [============================>.] - ETA: 0s - loss: 6.6885e-06 - mean_squared_error: 6.6885e-06
Epoch 00009: loss improved from 0.00001 to 0.00001, saving model to ./model_LSTM/67\09-0.0000.hdf5
4479/4479 [==============================] - 22s 5ms/step - loss: 6.6882e-06 - mean_squared_error: 6.6882e-06 - val_loss: 2.0672e-06 - val_mean_squared_error: 2.0672e-06
Epoch 10/500
4479/4479 [==============================] - ETA: 0s - loss: 6.6739e-06 - mean_squared_error: 6.6739e-06
Epoch 00010: loss improved from 0.00001 to 0.00001, saving model to ./model_LSTM/67\10-0.0000.hdf5
4479/4479 [==============================] - 22s 5ms/step - loss: 6.6739e-06 - mean_squared_error: 6.6739e-06 - val_loss: 2.0136e-06 - val_mean_squared_error: 2.0136e-06
Epoch 11/500
4477/4479 [============================>.] - ETA: 0s - loss: 6.6126e-06 - mean_squared_error: 6.6126e-06
Epoch 00011: loss improved from 0.00001 to 0.00001, saving model to ./model_LSTM/67\11-0.0000.hdf5
4479/4479 [==============================] - 22s 5ms/step - loss: 6.6115e-06 - mean_squared_error: 6.6115e-06 - val_loss: 2.1451e-06 - val_mean_squared_error: 2.1451e-06
Epoch 12/500
4476/4479 [============================>.] - ETA: 0s - loss: 6.4653e-06 - mean_squared_error: 6.4653e-06
Epoch 00012: loss improved from 0.00001 to 0.00001, saving model to ./model_LSTM/67\12-0.0000.hdf5
4479/4479 [==============================] - 24s 5ms/step - loss: 6.4653e-06 - mean_squared_error: 6.4653e-06 - val_loss: 3.4906e-06 - val_mean_squared_error: 3.4906e-06
Epoch 13/500
4478/4479 [============================>.] - ETA: 0s - loss: 6.2754e-06 - mean_squared_error: 6.2754e-06
Epoch 00013: loss improved from 0.00001 to 0.00001, saving model to ./model_LSTM/67\13-0.0000.hdf5
4479/4479 [==============================] - 27s 6ms/step - loss: 6.2751e-06 - mean_squared_error: 6.2751e-06 - val_loss: 2.5763e-06 - val_mean_squared_error: 2.5763e-06
Epoch 14/500
4476/4479 [============================>.] - ETA: 0s - loss: 6.2880e-06 - mean_squared_error: 6.2880e-06
Epoch 00014: loss did not improve from 0.00001
4479/4479 [==============================] - 29s 6ms/step - loss: 6.2881e-06 - mean_squared_error: 6.2881e-06 - val_loss: 2.0480e-06 - val_mean_squared_error: 2.0480e-06
Epoch 15/500
4471/4479 [============================>.] - ETA: 0s - loss: 6.1521e-06 - mean_squared_error: 6.1521e-06
Epoch 00015: loss improved from 0.00001 to 0.00001, saving model to ./model_LSTM/67\15-0.0000.hdf5
4479/4479 [==============================] - 23s 5ms/step - loss: 6.1484e-06 - mean_squared_error: 6.1484e-06 - val_loss: 2.2006e-06 - val_mean_squared_error: 2.2006e-06
Epoch 16/500
4476/4479 [============================>.] - ETA: 0s - loss: 6.1928e-06 - mean_squared_error: 6.1928e-06
Epoch 00016: loss did not improve from 0.00001
4479/4479 [==============================] - 22s 5ms/step - loss: 6.1911e-06 - mean_squared_error: 6.1911e-06 - val_loss: 2.3373e-06 - val_mean_squared_error: 2.3373e-06
Epoch 17/500
4476/4479 [============================>.] - ETA: 0s - loss: 6.1462e-06 - mean_squared_error: 6.1462e-06
Epoch 00017: loss improved from 0.00001 to 0.00001, saving model to ./model_LSTM/67\17-0.0000.hdf5
4479/4479 [==============================] - 22s 5ms/step - loss: 6.1483e-06 - mean_squared_error: 6.1483e-06 - val_loss: 2.2543e-06 - val_mean_squared_error: 2.2543e-06
Epoch 18/500
4474/4479 [============================>.] - ETA: 0s - loss: 6.0442e-06 - mean_squared_error: 6.0442e-06
Epoch 00018: loss improved from 0.00001 to 0.00001, saving model to ./model_LSTM/67\18-0.0000.hdf5
4479/4479 [==============================] - 23s 5ms/step - loss: 6.0471e-06 - mean_squared_error: 6.0471e-06 - val_loss: 2.6024e-06 - val_mean_squared_error: 2.6024e-06
Epoch 19/500
4475/4479 [============================>.] - ETA: 0s - loss: 5.9377e-06 - mean_squared_error: 5.9377e-06
Epoch 00019: loss improved from 0.00001 to 0.00001, saving model to ./model_LSTM/67\19-0.0000.hdf5
4479/4479 [==============================] - 26s 6ms/step - loss: 5.9428e-06 - mean_squared_error: 5.9428e-06 - val_loss: 3.3744e-06 - val_mean_squared_error: 3.3744e-06
Epoch 20/500
4475/4479 [============================>.] - ETA: 0s - loss: 6.0984e-06 - mean_squared_error: 6.0984e-06
Epoch 00020: loss did not improve from 0.00001
4479/4479 [==============================] - 28s 6ms/step - loss: 6.0957e-06 - mean_squared_error: 6.0957e-06 - val_loss: 2.8668e-06 - val_mean_squared_error: 2.8668e-06
Epoch 21/500
4471/4479 [============================>.] - ETA: 0s - loss: 5.9420e-06 - mean_squared_error: 5.9420e-06
Epoch 00021: loss improved from 0.00001 to 0.00001, saving model to ./model_LSTM/67\21-0.0000.hdf5
4479/4479 [==============================] - 24s 5ms/step - loss: 5.9424e-06 - mean_squared_error: 5.9424e-06 - val_loss: 5.1303e-06 - val_mean_squared_error: 5.1303e-06
Epoch 22/500
4479/4479 [==============================] - ETA: 0s - loss: 5.9510e-06 - mean_squared_error: 5.9510e-06
Epoch 00022: loss did not improve from 0.00001
4479/4479 [==============================] - 21s 5ms/step - loss: 5.9510e-06 - mean_squared_error: 5.9510e-06 - val_loss: 2.4553e-06 - val_mean_squared_error: 2.4553e-06
Epoch 23/500
4469/4479 [============================>.] - ETA: 0s - loss: 5.9197e-06 - mean_squared_error: 5.9197e-06
Epoch 00023: loss improved from 0.00001 to 0.00001, saving model to ./model_LSTM/67\23-0.0000.hdf5
4479/4479 [==============================] - 22s 5ms/step - loss: 5.9143e-06 - mean_squared_error: 5.9143e-06 - val_loss: 2.1121e-06 - val_mean_squared_error: 2.1121e-06
Epoch 24/500
4478/4479 [============================>.] - ETA: 0s - loss: 5.9046e-06 - mean_squared_error: 5.9046e-06
Epoch 00024: loss improved from 0.00001 to 0.00001, saving model to ./model_LSTM/67\24-0.0000.hdf5
4479/4479 [==============================] - 23s 5ms/step - loss: 5.9048e-06 - mean_squared_error: 5.9048e-06 - val_loss: 2.2421e-06 - val_mean_squared_error: 2.2421e-06
Epoch 25/500
4471/4479 [============================>.] - ETA: 0s - loss: 5.7990e-06 - mean_squared_error: 5.7990e-06
Epoch 00025: loss improved from 0.00001 to 0.00001, saving model to ./model_LSTM/67\25-0.0000.hdf5
4479/4479 [==============================] - 26s 6ms/step - loss: 5.7950e-06 - mean_squared_error: 5.7950e-06 - val_loss: 2.3821e-06 - val_mean_squared_error: 2.3821e-06
Epoch 26/500
4471/4479 [============================>.] - ETA: 0s - loss: 5.8451e-06 - mean_squared_error: 5.8451e-06
Epoch 00026: loss did not improve from 0.00001
4479/4479 [==============================] - 29s 7ms/step - loss: 5.8499e-06 - mean_squared_error: 5.8499e-06 - val_loss: 2.0724e-06 - val_mean_squared_error: 2.0724e-06
Epoch 27/500
4478/4479 [============================>.] - ETA: 0s - loss: 5.7979e-06 - mean_squared_error: 5.7979e-06
Epoch 00027: loss did not improve from 0.00001
4479/4479 [==============================] - 23s 5ms/step - loss: 5.7984e-06 - mean_squared_error: 5.7984e-06 - val_loss: 2.2830e-06 - val_mean_squared_error: 2.2830e-06
Epoch 28/500
4474/4479 [============================>.] - ETA: 0s - loss: 5.7956e-06 - mean_squared_error: 5.7956e-06
Epoch 00028: loss improved from 0.00001 to 0.00001, saving model to ./model_LSTM/67\28-0.0000.hdf5
4479/4479 [==============================] - 22s 5ms/step - loss: 5.7939e-06 - mean_squared_error: 5.7939e-06 - val_loss: 2.1684e-06 - val_mean_squared_error: 2.1684e-06
Epoch 29/500
4473/4479 [============================>.] - ETA: 0s - loss: 5.8449e-06 - mean_squared_error: 5.8449e-06
Epoch 00029: loss did not improve from 0.00001
4479/4479 [==============================] - 22s 5ms/step - loss: 5.8435e-06 - mean_squared_error: 5.8435e-06 - val_loss: 2.3315e-06 - val_mean_squared_error: 2.3315e-06
Epoch 30/500
4477/4479 [============================>.] - ETA: 0s - loss: 5.7538e-06 - mean_squared_error: 5.7538e-06
Epoch 00030: loss improved from 0.00001 to 0.00001, saving model to ./model_LSTM/67\30-0.0000.hdf5
4479/4479 [==============================] - 23s 5ms/step - loss: 5.7525e-06 - mean_squared_error: 5.7525e-06 - val_loss: 2.2146e-06 - val_mean_squared_error: 2.2146e-06
Epoch 31/500
4477/4479 [============================>.] - ETA: 0s - loss: 5.8463e-06 - mean_squared_error: 5.8463e-06
Epoch 00031: loss did not improve from 0.00001
4479/4479 [==============================] - 26s 6ms/step - loss: 5.8467e-06 - mean_squared_error: 5.8467e-06 - val_loss: 2.1091e-06 - val_mean_squared_error: 2.1091e-06
Epoch 32/500
4473/4479 [============================>.] - ETA: 0s - loss: 5.7523e-06 - mean_squared_error: 5.7523e-06
Epoch 00032: loss improved from 0.00001 to 0.00001, saving model to ./model_LSTM/67\32-0.0000.hdf5
4479/4479 [==============================] - 28s 6ms/step - loss: 5.7472e-06 - mean_squared_error: 5.7472e-06 - val_loss: 2.1859e-06 - val_mean_squared_error: 2.1859e-06
Epoch 33/500
4479/4479 [==============================] - ETA: 0s - loss: 5.7268e-06 - mean_squared_error: 5.7268e-06
Epoch 00033: loss improved from 0.00001 to 0.00001, saving model to ./model_LSTM/67\33-0.0000.hdf5
4479/4479 [==============================] - 23s 5ms/step - loss: 5.7268e-06 - mean_squared_error: 5.7268e-06 - val_loss: 2.1504e-06 - val_mean_squared_error: 2.1504e-06
Epoch 34/500
4474/4479 [============================>.] - ETA: 0s - loss: 5.6873e-06 - mean_squared_error: 5.6873e-06
Epoch 00034: loss improved from 0.00001 to 0.00001, saving model to ./model_LSTM/67\34-0.0000.hdf5
4479/4479 [==============================] - 21s 5ms/step - loss: 5.6849e-06 - mean_squared_error: 5.6849e-06 - val_loss: 2.1446e-06 - val_mean_squared_error: 2.1446e-06
Epoch 35/500
4474/4479 [============================>.] - ETA: 0s - loss: 5.6604e-06 - mean_squared_error: 5.6604e-06
Epoch 00035: loss improved from 0.00001 to 0.00001, saving model to ./model_LSTM/67\35-0.0000.hdf5
4479/4479 [==============================] - 26s 6ms/step - loss: 5.6566e-06 - mean_squared_error: 5.6566e-06 - val_loss: 2.0509e-06 - val_mean_squared_error: 2.0509e-06
Epoch 36/500
4478/4479 [============================>.] - ETA: 0s - loss: 5.6600e-06 - mean_squared_error: 5.6600e-06
Epoch 00036: loss did not improve from 0.00001
4479/4479 [==============================] - 29s 7ms/step - loss: 5.6597e-06 - mean_squared_error: 5.6597e-06 - val_loss: 2.0209e-06 - val_mean_squared_error: 2.0209e-06
Epoch 37/500
4478/4479 [============================>.] - ETA: 0s - loss: 5.7118e-06 - mean_squared_error: 5.7118e-06
Epoch 00037: loss did not improve from 0.00001
4479/4479 [==============================] - 27s 6ms/step - loss: 5.7116e-06 - mean_squared_error: 5.7116e-06 - val_loss: 2.9778e-06 - val_mean_squared_error: 2.9778e-06
Epoch 38/500
4472/4479 [============================>.] - ETA: 0s - loss: 5.6904e-06 - mean_squared_error: 5.6904e-06
Epoch 00038: loss did not improve from 0.00001
4479/4479 [==============================] - 27s 6ms/step - loss: 5.6882e-06 - mean_squared_error: 5.6882e-06 - val_loss: 3.2953e-06 - val_mean_squared_error: 3.2953e-06
Epoch 39/500
4473/4479 [============================>.] - ETA: 0s - loss: 5.7036e-06 - mean_squared_error: 5.7036e-06
Epoch 00039: loss did not improve from 0.00001
4479/4479 [==============================] - 22s 5ms/step - loss: 5.6996e-06 - mean_squared_error: 5.6996e-06 - val_loss: 2.2267e-06 - val_mean_squared_error: 2.2267e-06
Epoch 40/500
4471/4479 [============================>.] - ETA: 0s - loss: 5.6126e-06 - mean_squared_error: 5.6126e-06
Epoch 00040: loss improved from 0.00001 to 0.00001, saving model to ./model_LSTM/67\40-0.0000.hdf5
4479/4479 [==============================] - 22s 5ms/step - loss: 5.6110e-06 - mean_squared_error: 5.6110e-06 - val_loss: 2.4945e-06 - val_mean_squared_error: 2.4945e-06
Epoch 41/500
4479/4479 [==============================] - ETA: 0s - loss: 5.6099e-06 - mean_squared_error: 5.6099e-06
Epoch 00041: loss improved from 0.00001 to 0.00001, saving model to ./model_LSTM/67\41-0.0000.hdf5
4479/4479 [==============================] - 22s 5ms/step - loss: 5.6099e-06 - mean_squared_error: 5.6099e-06 - val_loss: 2.3498e-06 - val_mean_squared_error: 2.3498e-06
Epoch 42/500
4476/4479 [============================>.] - ETA: 0s - loss: 5.6590e-06 - mean_squared_error: 5.6590e-06
Epoch 00042: loss did not improve from 0.00001
4479/4479 [==============================] - 24s 5ms/step - loss: 5.6574e-06 - mean_squared_error: 5.6574e-06 - val_loss: 2.1412e-06 - val_mean_squared_error: 2.1412e-06
Epoch 43/500
4473/4479 [============================>.] - ETA: 0s - loss: 5.6146e-06 - mean_squared_error: 5.6146e-06
Epoch 00043: loss did not improve from 0.00001
4479/4479 [==============================] - 26s 6ms/step - loss: 5.6164e-06 - mean_squared_error: 5.6164e-06 - val_loss: 2.1357e-06 - val_mean_squared_error: 2.1357e-06
Epoch 44/500
4474/4479 [============================>.] - ETA: 0s - loss: 5.5204e-06 - mean_squared_error: 5.5204e-06
Epoch 00044: loss improved from 0.00001 to 0.00001, saving model to ./model_LSTM/67\44-0.0000.hdf5
4479/4479 [==============================] - 29s 6ms/step - loss: 5.5328e-06 - mean_squared_error: 5.5328e-06 - val_loss: 2.1338e-06 - val_mean_squared_error: 2.1338e-06
Epoch 45/500
4472/4479 [============================>.] - ETA: 0s - loss: 5.6113e-06 - mean_squared_error: 5.6113e-06
Epoch 00045: loss did not improve from 0.00001
4479/4479 [==============================] - 24s 5ms/step - loss: 5.6272e-06 - mean_squared_error: 5.6272e-06 - val_loss: 5.0490e-06 - val_mean_squared_error: 5.0490e-06
Epoch 46/500
4470/4479 [============================>.] - ETA: 0s - loss: 5.6615e-06 - mean_squared_error: 5.6615e-06
Epoch 00046: loss did not improve from 0.00001
4479/4479 [==============================] - 21s 5ms/step - loss: 5.6600e-06 - mean_squared_error: 5.6600e-06 - val_loss: 2.0334e-06 - val_mean_squared_error: 2.0334e-06
Epoch 47/500
4477/4479 [============================>.] - ETA: 0s - loss: 5.6354e-06 - mean_squared_error: 5.6354e-06
Epoch 00047: loss did not improve from 0.00001
4479/4479 [==============================] - 22s 5ms/step - loss: 5.6350e-06 - mean_squared_error: 5.6350e-06 - val_loss: 2.1506e-06 - val_mean_squared_error: 2.1506e-06
Epoch 48/500
4479/4479 [==============================] - ETA: 0s - loss: 5.5861e-06 - mean_squared_error: 5.5861e-06
Epoch 00048: loss did not improve from 0.00001
4479/4479 [==============================] - 23s 5ms/step - loss: 5.5861e-06 - mean_squared_error: 5.5861e-06 - val_loss: 3.0862e-06 - val_mean_squared_error: 3.0862e-06
Epoch 49/500
4479/4479 [==============================] - ETA: 0s - loss: 5.6254e-06 - mean_squared_error: 5.6254e-06
Epoch 00049: loss did not improve from 0.00001
4479/4479 [==============================] - 25s 6ms/step - loss: 5.6254e-06 - mean_squared_error: 5.6254e-06 - val_loss: 2.2578e-06 - val_mean_squared_error: 2.2578e-06
Epoch 00049: early stopping
Epoch 1/500
4422/4427 [============================>.] - ETA: 0s - loss: 4.8100e-06 - mean_squared_error: 4.8100e-06
Epoch 00001: loss improved from inf to 0.00000, saving model to ./model_LSTM/68\01-0.0000.hdf5
4427/4427 [==============================] - 29s 7ms/step - loss: 4.8061e-06 - mean_squared_error: 4.8061e-06 - val_loss: 6.9215e-07 - val_mean_squared_error: 6.9215e-07
Epoch 2/500
4422/4427 [============================>.] - ETA: 0s - loss: 4.2601e-06 - mean_squared_error: 4.2601e-06
Epoch 00002: loss improved from 0.00000 to 0.00000, saving model to ./model_LSTM/68\02-0.0000.hdf5
4427/4427 [==============================] - 25s 6ms/step - loss: 4.2566e-06 - mean_squared_error: 4.2566e-06 - val_loss: 8.1002e-07 - val_mean_squared_error: 8.1002e-07
Epoch 3/500
4422/4427 [============================>.] - ETA: 0s - loss: 4.1278e-06 - mean_squared_error: 4.1278e-06
Epoch 00003: loss improved from 0.00000 to 0.00000, saving model to ./model_LSTM/68\03-0.0000.hdf5
4427/4427 [==============================] - 24s 5ms/step - loss: 4.1253e-06 - mean_squared_error: 4.1253e-06 - val_loss: 2.9860e-06 - val_mean_squared_error: 2.9860e-06
Epoch 4/500
4426/4427 [============================>.] - ETA: 0s - loss: 4.0590e-06 - mean_squared_error: 4.0590e-06
Epoch 00004: loss improved from 0.00000 to 0.00000, saving model to ./model_LSTM/68\04-0.0000.hdf5
4427/4427 [==============================] - 24s 5ms/step - loss: 4.0589e-06 - mean_squared_error: 4.0589e-06 - val_loss: 7.2301e-07 - val_mean_squared_error: 7.2301e-07
Epoch 5/500
4417/4427 [============================>.] - ETA: 0s - loss: 4.0716e-06 - mean_squared_error: 4.0716e-06
Epoch 00005: loss did not improve from 0.00000
4427/4427 [==============================] - 29s 7ms/step - loss: 4.0669e-06 - mean_squared_error: 4.0669e-06 - val_loss: 1.0315e-06 - val_mean_squared_error: 1.0315e-06
Epoch 6/500
4421/4427 [============================>.] - ETA: 0s - loss: 3.9871e-06 - mean_squared_error: 3.9871e-06
Epoch 00006: loss improved from 0.00000 to 0.00000, saving model to ./model_LSTM/68\06-0.0000.hdf5
4427/4427 [==============================] - 35s 8ms/step - loss: 3.9837e-06 - mean_squared_error: 3.9837e-06 - val_loss: 7.5529e-07 - val_mean_squared_error: 7.5529e-07
Epoch 7/500
4418/4427 [============================>.] - ETA: 0s - loss: 4.0516e-06 - mean_squared_error: 4.0516e-06
Epoch 00007: loss did not improve from 0.00000
4427/4427 [==============================] - 31s 7ms/step - loss: 4.0508e-06 - mean_squared_error: 4.0508e-06 - val_loss: 7.1118e-07 - val_mean_squared_error: 7.1118e-07
Epoch 8/500
4421/4427 [============================>.] - ETA: 0s - loss: 3.9974e-06 - mean_squared_error: 3.9974e-06
Epoch 00008: loss did not improve from 0.00000
4427/4427 [==============================] - 26s 6ms/step - loss: 3.9943e-06 - mean_squared_error: 3.9943e-06 - val_loss: 2.1555e-06 - val_mean_squared_error: 2.1555e-06
Epoch 9/500
4426/4427 [============================>.] - ETA: 0s - loss: 4.0237e-06 - mean_squared_error: 4.0237e-06
Epoch 00009: loss did not improve from 0.00000
4427/4427 [==============================] - 26s 6ms/step - loss: 4.0234e-06 - mean_squared_error: 4.0234e-06 - val_loss: 6.8679e-07 - val_mean_squared_error: 6.8679e-07
Epoch 10/500
4424/4427 [============================>.] - ETA: 0s - loss: 3.9942e-06 - mean_squared_error: 3.9942e-06
Epoch 00010: loss did not improve from 0.00000
4427/4427 [==============================] - 26s 6ms/step - loss: 3.9950e-06 - mean_squared_error: 3.9950e-06 - val_loss: 7.4569e-06 - val_mean_squared_error: 7.4569e-06
Epoch 11/500
4423/4427 [============================>.] - ETA: 0s - loss: 3.9156e-06 - mean_squared_error: 3.9156e-06
Epoch 00011: loss improved from 0.00000 to 0.00000, saving model to ./model_LSTM/68\11-0.0000.hdf5
4427/4427 [==============================] - 39s 9ms/step - loss: 3.9172e-06 - mean_squared_error: 3.9172e-06 - val_loss: 1.0998e-06 - val_mean_squared_error: 1.0998e-06
Epoch 12/500
4424/4427 [============================>.] - ETA: 0s - loss: 4.0004e-06 - mean_squared_error: 4.0004e-06
Epoch 00012: loss did not improve from 0.00000
4427/4427 [==============================] - 36s 8ms/step - loss: 3.9996e-06 - mean_squared_error: 3.9996e-06 - val_loss: 6.8973e-07 - val_mean_squared_error: 6.8973e-07
Epoch 13/500
4418/4427 [============================>.] - ETA: 0s - loss: 3.9327e-06 - mean_squared_error: 3.9327e-06
Epoch 00013: loss did not improve from 0.00000
4427/4427 [==============================] - 23s 5ms/step - loss: 3.9315e-06 - mean_squared_error: 3.9315e-06 - val_loss: 8.3836e-07 - val_mean_squared_error: 8.3836e-07
Epoch 14/500
4420/4427 [============================>.] - ETA: 0s - loss: 3.8554e-06 - mean_squared_error: 3.8554e-06
Epoch 00014: loss improved from 0.00000 to 0.00000, saving model to ./model_LSTM/68\14-0.0000.hdf5
4427/4427 [==============================] - 22s 5ms/step - loss: 3.8669e-06 - mean_squared_error: 3.8669e-06 - val_loss: 8.1991e-07 - val_mean_squared_error: 8.1991e-07
Epoch 15/500
4425/4427 [============================>.] - ETA: 0s - loss: 3.9103e-06 - mean_squared_error: 3.9103e-06
Epoch 00015: loss did not improve from 0.00000
4427/4427 [==============================] - 22s 5ms/step - loss: 3.9107e-06 - mean_squared_error: 3.9107e-06 - val_loss: 8.5348e-07 - val_mean_squared_error: 8.5348e-07
Epoch 16/500
4427/4427 [==============================] - ETA: 0s - loss: 3.9149e-06 - mean_squared_error: 3.9149e-06
Epoch 00016: loss did not improve from 0.00000
4427/4427 [==============================] - 25s 6ms/step - loss: 3.9149e-06 - mean_squared_error: 3.9149e-06 - val_loss: 7.4769e-07 - val_mean_squared_error: 7.4769e-07
Epoch 17/500
4424/4427 [============================>.] - ETA: 0s - loss: 3.8681e-06 - mean_squared_error: 3.8681e-06 ETA: 0s - loss: 3.8957e-06 - mean
Epoch 00017: loss improved from 0.00000 to 0.00000, saving model to ./model_LSTM/68\17-0.0000.hdf5
4427/4427 [==============================] - 30s 7ms/step - loss: 3.8664e-06 - mean_squared_error: 3.8664e-06 - val_loss: 7.3375e-07 - val_mean_squared_error: 7.3375e-07
Epoch 18/500
4422/4427 [============================>.] - ETA: 0s - loss: 3.8661e-06 - mean_squared_error: 3.8661e-06
Epoch 00018: loss improved from 0.00000 to 0.00000, saving model to ./model_LSTM/68\18-0.0000.hdf5
4427/4427 [==============================] - 28s 6ms/step - loss: 3.8643e-06 - mean_squared_error: 3.8643e-06 - val_loss: 2.7230e-06 - val_mean_squared_error: 2.7230e-06
Epoch 19/500
4424/4427 [============================>.] - ETA: 0s - loss: 3.8259e-06 - mean_squared_error: 3.8259e-06
Epoch 00019: loss improved from 0.00000 to 0.00000, saving model to ./model_LSTM/68\19-0.0000.hdf5
4427/4427 [==============================] - 22s 5ms/step - loss: 3.8242e-06 - mean_squared_error: 3.8242e-06 - val_loss: 7.7894e-07 - val_mean_squared_error: 7.7894e-07
Epoch 20/500
4424/4427 [============================>.] - ETA: 0s - loss: 3.8202e-06 - mean_squared_error: 3.8202e-06
Epoch 00020: loss improved from 0.00000 to 0.00000, saving model to ./model_LSTM/68\20-0.0000.hdf5
4427/4427 [==============================] - 22s 5ms/step - loss: 3.8188e-06 - mean_squared_error: 3.8188e-06 - val_loss: 7.5474e-07 - val_mean_squared_error: 7.5474e-07
Epoch 21/500
4424/4427 [============================>.] - ETA: 0s - loss: 3.8637e-06 - mean_squared_error: 3.8637e-06
Epoch 00021: loss did not improve from 0.00000
4427/4427 [==============================] - 24s 6ms/step - loss: 3.8691e-06 - mean_squared_error: 3.8691e-06 - val_loss: 8.8629e-07 - val_mean_squared_error: 8.8629e-07
Epoch 22/500
4417/4427 [============================>.] - ETA: 0s - loss: 3.8213e-06 - mean_squared_error: 3.8213e-06
Epoch 00022: loss improved from 0.00000 to 0.00000, saving model to ./model_LSTM/68\22-0.0000.hdf5
4427/4427 [==============================] - 26s 6ms/step - loss: 3.8146e-06 - mean_squared_error: 3.8146e-06 - val_loss: 8.4194e-07 - val_mean_squared_error: 8.4194e-07
Epoch 23/500
4424/4427 [============================>.] - ETA: 0s - loss: 3.6993e-06 - mean_squared_error: 3.6993e-06
Epoch 00023: loss improved from 0.00000 to 0.00000, saving model to ./model_LSTM/68\23-0.0000.hdf5
4427/4427 [==============================] - 34s 8ms/step - loss: 3.6985e-06 - mean_squared_error: 3.6985e-06 - val_loss: 7.5796e-07 - val_mean_squared_error: 7.5796e-07
Epoch 24/500
4423/4427 [============================>.] - ETA: 0s - loss: 3.7618e-06 - mean_squared_error: 3.7618e-06
Epoch 00024: loss did not improve from 0.00000
4427/4427 [==============================] - 27s 6ms/step - loss: 3.7600e-06 - mean_squared_error: 3.7600e-06 - val_loss: 7.0970e-07 - val_mean_squared_error: 7.0970e-07
Epoch 25/500
4418/4427 [============================>.] - ETA: 0s - loss: 3.8269e-06 - mean_squared_error: 3.8269e-06
Epoch 00025: loss did not improve from 0.00000
4427/4427 [==============================] - 23s 5ms/step - loss: 3.8230e-06 - mean_squared_error: 3.8230e-06 - val_loss: 7.2561e-07 - val_mean_squared_error: 7.2561e-07
Epoch 26/500
4420/4427 [============================>.] - ETA: 0s - loss: 3.7791e-06 - mean_squared_error: 3.7791e-06
Epoch 00026: loss did not improve from 0.00000
4427/4427 [==============================] - 22s 5ms/step - loss: 3.7769e-06 - mean_squared_error: 3.7769e-06 - val_loss: 9.1760e-07 - val_mean_squared_error: 9.1760e-07
Epoch 27/500
4426/4427 [============================>.] - ETA: 0s - loss: 3.8268e-06 - mean_squared_error: 3.8268e-06
Epoch 00027: loss did not improve from 0.00000
4427/4427 [==============================] - 23s 5ms/step - loss: 3.8265e-06 - mean_squared_error: 3.8265e-06 - val_loss: 7.5751e-07 - val_mean_squared_error: 7.5751e-07
Epoch 28/500
4427/4427 [==============================] - ETA: 0s - loss: 3.7343e-06 - mean_squared_error: 3.7343e-06 ETA: 0s - loss: 3.7758e-0
Epoch 00028: loss did not improve from 0.00000
4427/4427 [==============================] - 38s 9ms/step - loss: 3.7343e-06 - mean_squared_error: 3.7343e-06 - val_loss: 9.0431e-07 - val_mean_squared_error: 9.0431e-07
Epoch 00028: early stopping
Epoch 1/500
4393/4394 [============================>.] - ETA: 0s - loss: 9.8731e-06 - mean_squared_error: 9.8731e-06
Epoch 00001: loss improved from inf to 0.00001, saving model to ./model_LSTM/69\01-0.0000.hdf5
4394/4394 [==============================] - 43s 10ms/step - loss: 9.8729e-06 - mean_squared_error: 9.8729e-06 - val_loss: 3.2389e-06 - val_mean_squared_error: 3.2389e-06
Epoch 2/500
4388/4394 [============================>.] - ETA: 0s - loss: 8.6412e-06 - mean_squared_error: 8.6412e-06
Epoch 00002: loss improved from 0.00001 to 0.00001, saving model to ./model_LSTM/69\02-0.0000.hdf5
4394/4394 [==============================] - 33s 8ms/step - loss: 8.6331e-06 - mean_squared_error: 8.6331e-06 - val_loss: 3.2274e-06 - val_mean_squared_error: 3.2274e-06
Epoch 3/500
4386/4394 [============================>.] - ETA: 0s - loss: 8.7216e-06 - mean_squared_error: 8.7216e-06
Epoch 00003: loss did not improve from 0.00001
4394/4394 [==============================] - 27s 6ms/step - loss: 8.7102e-06 - mean_squared_error: 8.7102e-06 - val_loss: 3.6560e-06 - val_mean_squared_error: 3.6560e-06
Epoch 4/500
4393/4394 [============================>.] - ETA: 0s - loss: 8.4431e-06 - mean_squared_error: 8.4431e-06
Epoch 00004: loss improved from 0.00001 to 0.00001, saving model to ./model_LSTM/69\04-0.0000.hdf5
4394/4394 [==============================] - 34s 8ms/step - loss: 8.4429e-06 - mean_squared_error: 8.4429e-06 - val_loss: 3.4279e-06 - val_mean_squared_error: 3.4279e-06
Epoch 5/500
4391/4394 [============================>.] - ETA: 0s - loss: 8.0801e-06 - mean_squared_error: 8.0801e-06
Epoch 00005: loss improved from 0.00001 to 0.00001, saving model to ./model_LSTM/69\05-0.0000.hdf5
4394/4394 [==============================] - 31s 7ms/step - loss: 8.0771e-06 - mean_squared_error: 8.0771e-06 - val_loss: 3.1467e-06 - val_mean_squared_error: 3.1467e-06
Epoch 6/500
4394/4394 [==============================] - ETA: 0s - loss: 8.3213e-06 - mean_squared_error: 8.3213e-06
Epoch 00006: loss did not improve from 0.00001
4394/4394 [==============================] - 28s 6ms/step - loss: 8.3213e-06 - mean_squared_error: 8.3213e-06 - val_loss: 2.8374e-06 - val_mean_squared_error: 2.8374e-06
Epoch 7/500
4393/4394 [============================>.] - ETA: 0s - loss: 8.2738e-06 - mean_squared_error: 8.2738e-06
Epoch 00007: loss did not improve from 0.00001
4394/4394 [==============================] - 23s 5ms/step - loss: 8.2736e-06 - mean_squared_error: 8.2736e-06 - val_loss: 2.8530e-06 - val_mean_squared_error: 2.8530e-06
Epoch 8/500
4383/4394 [============================>.] - ETA: 0s - loss: 8.2705e-06 - mean_squared_error: 8.2705e-06
Epoch 00008: loss did not improve from 0.00001
4394/4394 [==============================] - 22s 5ms/step - loss: 8.2566e-06 - mean_squared_error: 8.2566e-06 - val_loss: 2.8775e-06 - val_mean_squared_error: 2.8775e-06
Epoch 9/500
4388/4394 [============================>.] - ETA: 0s - loss: 8.2285e-06 - mean_squared_error: 8.2285e-06
Epoch 00009: loss did not improve from 0.00001
4394/4394 [==============================] - 24s 5ms/step - loss: 8.2237e-06 - mean_squared_error: 8.2237e-06 - val_loss: 2.9060e-06 - val_mean_squared_error: 2.9060e-06
Epoch 10/500
4384/4394 [============================>.] - ETA: 0s - loss: 8.2978e-06 - mean_squared_error: 8.2978e-06
Epoch 00010: loss did not improve from 0.00001
4394/4394 [==============================] - 25s 6ms/step - loss: 8.2902e-06 - mean_squared_error: 8.2902e-06 - val_loss: 2.7374e-06 - val_mean_squared_error: 2.7374e-06
Epoch 00010: early stopping
Epoch 1/500
13249/13254 [============================>.] - ETA: 0s - loss: 7.3570e-06 - mean_squared_error: 7.3570e-06
Epoch 00001: loss improved from inf to 0.00001, saving model to ./model_LSTM/70\01-0.0000.hdf5
13254/13254 [==============================] - 80s 6ms/step - loss: 7.3547e-06 - mean_squared_error: 7.3547e-06 - val_loss: 3.0908e-06 - val_mean_squared_error: 3.0908e-06
Epoch 2/500
13254/13254 [==============================] - ETA: 0s - loss: 6.9273e-06 - mean_squared_error: 6.9273e-06
Epoch 00002: loss improved from 0.00001 to 0.00001, saving model to ./model_LSTM/70\02-0.0000.hdf5
13254/13254 [==============================] - 71s 5ms/step - loss: 6.9273e-06 - mean_squared_error: 6.9273e-06 - val_loss: 3.8243e-06 - val_mean_squared_error: 3.8243e-06
Epoch 3/500
13248/13254 [============================>.] - ETA: 0s - loss: 6.7746e-06 - mean_squared_error: 6.7746e-06
Epoch 00003: loss improved from 0.00001 to 0.00001, saving model to ./model_LSTM/70\03-0.0000.hdf5
13254/13254 [==============================] - 81s 6ms/step - loss: 6.7728e-06 - mean_squared_error: 6.7728e-06 - val_loss: 4.6373e-06 - val_mean_squared_error: 4.6373e-06
Epoch 4/500
13252/13254 [============================>.] - ETA: 0s - loss: 6.4752e-06 - mean_squared_error: 6.4752e-06
Epoch 00004: loss improved from 0.00001 to 0.00001, saving model to ./model_LSTM/70\04-0.0000.hdf5
13254/13254 [==============================] - 69s 5ms/step - loss: 6.4749e-06 - mean_squared_error: 6.4749e-06 - val_loss: 2.5488e-06 - val_mean_squared_error: 2.5488e-06
Epoch 5/500
13245/13254 [============================>.] - ETA: 0s - loss: 5.9239e-06 - mean_squared_error: 5.9239e-06
Epoch 00005: loss improved from 0.00001 to 0.00001, saving model to ./model_LSTM/70\05-0.0000.hdf5
13254/13254 [==============================] - 81s 6ms/step - loss: 5.9210e-06 - mean_squared_error: 5.9210e-06 - val_loss: 3.2410e-06 - val_mean_squared_error: 3.2410e-06
Epoch 6/500
13253/13254 [============================>.] - ETA: 0s - loss: 5.3836e-06 - mean_squared_error: 5.3836e-06
Epoch 00006: loss improved from 0.00001 to 0.00001, saving model to ./model_LSTM/70\06-0.0000.hdf5
13254/13254 [==============================] - 71s 5ms/step - loss: 5.3833e-06 - mean_squared_error: 5.3833e-06 - val_loss: 2.3095e-06 - val_mean_squared_error: 2.3095e-06
Epoch 7/500
13254/13254 [==============================] - ETA: 0s - loss: 4.9744e-06 - mean_squared_error: 4.9744e-06
Epoch 00007: loss improved from 0.00001 to 0.00000, saving model to ./model_LSTM/70\07-0.0000.hdf5
13254/13254 [==============================] - 79s 6ms/step - loss: 4.9744e-06 - mean_squared_error: 4.9744e-06 - val_loss: 2.6210e-06 - val_mean_squared_error: 2.6210e-06
Epoch 8/500
13252/13254 [============================>.] - ETA: 0s - loss: 4.7458e-06 - mean_squared_error: 4.7458e-06
Epoch 00008: loss improved from 0.00000 to 0.00000, saving model to ./model_LSTM/70\08-0.0000.hdf5
13254/13254 [==============================] - 70s 5ms/step - loss: 4.7501e-06 - mean_squared_error: 4.7501e-06 - val_loss: 3.1317e-06 - val_mean_squared_error: 3.1317e-06
Epoch 9/500
13244/13254 [============================>.] - ETA: 0s - loss: 4.4952e-06 - mean_squared_error: 4.4952e-06
Epoch 00009: loss improved from 0.00000 to 0.00000, saving model to ./model_LSTM/70\09-0.0000.hdf5
13254/13254 [==============================] - 80s 6ms/step - loss: 4.4990e-06 - mean_squared_error: 4.4990e-06 - val_loss: 3.1064e-06 - val_mean_squared_error: 3.1064e-06
Epoch 10/500
13254/13254 [==============================] - ETA: 0s - loss: 4.3808e-06 - mean_squared_error: 4.3808e-06
Epoch 00010: loss improved from 0.00000 to 0.00000, saving model to ./model_LSTM/70\10-0.0000.hdf5
13254/13254 [==============================] - 69s 5ms/step - loss: 4.3808e-06 - mean_squared_error: 4.3808e-06 - val_loss: 2.0701e-06 - val_mean_squared_error: 2.0701e-06
Epoch 11/500
13247/13254 [============================>.] - ETA: 0s - loss: 4.3083e-06 - mean_squared_error: 4.3083e-06
Epoch 00011: loss improved from 0.00000 to 0.00000, saving model to ./model_LSTM/70\11-0.0000.hdf5
13254/13254 [==============================] - 80s 6ms/step - loss: 4.3065e-06 - mean_squared_error: 4.3065e-06 - val_loss: 2.3370e-06 - val_mean_squared_error: 2.3370e-06
Epoch 12/500
13253/13254 [============================>.] - ETA: 0s - loss: 4.2092e-06 - mean_squared_error: 4.2092e-06
Epoch 00012: loss improved from 0.00000 to 0.00000, saving model to ./model_LSTM/70\12-0.0000.hdf5
13254/13254 [==============================] - 68s 5ms/step - loss: 4.2089e-06 - mean_squared_error: 4.2089e-06 - val_loss: 2.1487e-06 - val_mean_squared_error: 2.1487e-06
Epoch 13/500
13251/13254 [============================>.] - ETA: 0s - loss: 4.1684e-06 - mean_squared_error: 4.1684e-06
Epoch 00013: loss improved from 0.00000 to 0.00000, saving model to ./model_LSTM/70\13-0.0000.hdf5
13254/13254 [==============================] - 82s 6ms/step - loss: 4.1709e-06 - mean_squared_error: 4.1709e-06 - val_loss: 2.6978e-06 - val_mean_squared_error: 2.6978e-06
Epoch 14/500
13249/13254 [============================>.] - ETA: 0s - loss: 4.1362e-06 - mean_squared_error: 4.1362e-06
Epoch 00014: loss improved from 0.00000 to 0.00000, saving model to ./model_LSTM/70\14-0.0000.hdf5
13254/13254 [==============================] - 68s 5ms/step - loss: 4.1361e-06 - mean_squared_error: 4.1361e-06 - val_loss: 3.6925e-06 - val_mean_squared_error: 3.6925e-06
Epoch 15/500
13254/13254 [==============================] - ETA: 0s - loss: 4.0185e-06 - mean_squared_error: 4.0185e-06
Epoch 00015: loss improved from 0.00000 to 0.00000, saving model to ./model_LSTM/70\15-0.0000.hdf5
13254/13254 [==============================] - 81s 6ms/step - loss: 4.0185e-06 - mean_squared_error: 4.0185e-06 - val_loss: 1.9905e-06 - val_mean_squared_error: 1.9905e-06
Epoch 16/500
13250/13254 [============================>.] - ETA: 0s - loss: 4.0165e-06 - mean_squared_error: 4.0165e-06
Epoch 00016: loss improved from 0.00000 to 0.00000, saving model to ./model_LSTM/70\16-0.0000.hdf5
13254/13254 [==============================] - 68s 5ms/step - loss: 4.0157e-06 - mean_squared_error: 4.0157e-06 - val_loss: 2.0820e-06 - val_mean_squared_error: 2.0820e-06
Epoch 17/500
13254/13254 [==============================] - ETA: 0s - loss: 3.9541e-06 - mean_squared_error: 3.9541e-06
Epoch 00017: loss improved from 0.00000 to 0.00000, saving model to ./model_LSTM/70\17-0.0000.hdf5
13254/13254 [==============================] - 81s 6ms/step - loss: 3.9541e-06 - mean_squared_error: 3.9541e-06 - val_loss: 2.1959e-06 - val_mean_squared_error: 2.1959e-06
Epoch 18/500
13248/13254 [============================>.] - ETA: 0s - loss: 3.8900e-06 - mean_squared_error: 3.8900e-06
Epoch 00018: loss improved from 0.00000 to 0.00000, saving model to ./model_LSTM/70\18-0.0000.hdf5
13254/13254 [==============================] - 69s 5ms/step - loss: 3.8904e-06 - mean_squared_error: 3.8904e-06 - val_loss: 2.0666e-06 - val_mean_squared_error: 2.0666e-06
Epoch 19/500
13245/13254 [============================>.] - ETA: 0s - loss: 3.8854e-06 - mean_squared_error: 3.8854e-06
Epoch 00019: loss improved from 0.00000 to 0.00000, saving model to ./model_LSTM/70\19-0.0000.hdf5
13254/13254 [==============================] - 81s 6ms/step - loss: 3.8834e-06 - mean_squared_error: 3.8834e-06 - val_loss: 2.0028e-06 - val_mean_squared_error: 2.0028e-06
Epoch 20/500
13247/13254 [============================>.] - ETA: 0s - loss: 3.8266e-06 - mean_squared_error: 3.8266e-06
Epoch 00020: loss improved from 0.00000 to 0.00000, saving model to ./model_LSTM/70\20-0.0000.hdf5
13254/13254 [==============================] - 68s 5ms/step - loss: 3.8264e-06 - mean_squared_error: 3.8264e-06 - val_loss: 4.8387e-06 - val_mean_squared_error: 4.8387e-06
Epoch 21/500
13252/13254 [============================>.] - ETA: 0s - loss: 3.7931e-06 - mean_squared_error: 3.7931e-06
Epoch 00021: loss improved from 0.00000 to 0.00000, saving model to ./model_LSTM/70\21-0.0000.hdf5
13254/13254 [==============================] - 81s 6ms/step - loss: 3.7928e-06 - mean_squared_error: 3.7928e-06 - val_loss: 2.2963e-06 - val_mean_squared_error: 2.2963e-06
Epoch 22/500
13248/13254 [============================>.] - ETA: 0s - loss: 3.7683e-06 - mean_squared_error: 3.7683e-06
Epoch 00022: loss improved from 0.00000 to 0.00000, saving model to ./model_LSTM/70\22-0.0000.hdf5
13254/13254 [==============================] - 68s 5ms/step - loss: 3.7670e-06 - mean_squared_error: 3.7670e-06 - val_loss: 2.2377e-06 - val_mean_squared_error: 2.2377e-06
Epoch 23/500
13253/13254 [============================>.] - ETA: 0s - loss: 3.7269e-06 - mean_squared_error: 3.7269e-06
Epoch 00023: loss improved from 0.00000 to 0.00000, saving model to ./model_LSTM/70\23-0.0000.hdf5
13254/13254 [==============================] - 80s 6ms/step - loss: 3.7267e-06 - mean_squared_error: 3.7267e-06 - val_loss: 1.8859e-06 - val_mean_squared_error: 1.8859e-06
Epoch 24/500
13246/13254 [============================>.] - ETA: 0s - loss: 3.6838e-06 - mean_squared_error: 3.6838e-06
Epoch 00024: loss improved from 0.00000 to 0.00000, saving model to ./model_LSTM/70\24-0.0000.hdf5
13254/13254 [==============================] - 71s 5ms/step - loss: 3.6837e-06 - mean_squared_error: 3.6837e-06 - val_loss: 1.9056e-06 - val_mean_squared_error: 1.9056e-06
Epoch 25/500
13248/13254 [============================>.] - ETA: 0s - loss: 3.7058e-06 - mean_squared_error: 3.7058e-06
Epoch 00025: loss did not improve from 0.00000
13254/13254 [==============================] - 80s 6ms/step - loss: 3.7042e-06 - mean_squared_error: 3.7042e-06 - val_loss: 1.8912e-06 - val_mean_squared_error: 1.8912e-06
Epoch 26/500
13251/13254 [============================>.] - ETA: 0s - loss: 3.6686e-06 - mean_squared_error: 3.6686e-06
Epoch 00026: loss improved from 0.00000 to 0.00000, saving model to ./model_LSTM/70\26-0.0000.hdf5
13254/13254 [==============================] - 73s 5ms/step - loss: 3.6686e-06 - mean_squared_error: 3.6686e-06 - val_loss: 1.9269e-06 - val_mean_squared_error: 1.9269e-06
Epoch 27/500
13246/13254 [============================>.] - ETA: 0s - loss: 3.6493e-06 - mean_squared_error: 3.6493e-06
Epoch 00027: loss improved from 0.00000 to 0.00000, saving model to ./model_LSTM/70\27-0.0000.hdf5
13254/13254 [==============================] - 85s 6ms/step - loss: 3.6475e-06 - mean_squared_error: 3.6475e-06 - val_loss: 1.9588e-06 - val_mean_squared_error: 1.9588e-06
Epoch 28/500
13252/13254 [============================>.] - ETA: 0s - loss: 3.6215e-06 - mean_squared_error: 3.6215e-06
Epoch 00028: loss improved from 0.00000 to 0.00000, saving model to ./model_LSTM/70\28-0.0000.hdf5
13254/13254 [==============================] - 68s 5ms/step - loss: 3.6211e-06 - mean_squared_error: 3.6211e-06 - val_loss: 3.2506e-06 - val_mean_squared_error: 3.2506e-06
Epoch 29/500
13247/13254 [============================>.] - ETA: 0s - loss: 3.5564e-06 - mean_squared_error: 3.5564e-06
Epoch 00029: loss improved from 0.00000 to 0.00000, saving model to ./model_LSTM/70\29-0.0000.hdf5
13254/13254 [==============================] - 81s 6ms/step - loss: 3.5549e-06 - mean_squared_error: 3.5549e-06 - val_loss: 1.8571e-06 - val_mean_squared_error: 1.8571e-06
Epoch 30/500
13253/13254 [============================>.] - ETA: 0s - loss: 3.5636e-06 - mean_squared_error: 3.5636e-06
Epoch 00030: loss did not improve from 0.00000
13254/13254 [==============================] - 77s 6ms/step - loss: 3.5634e-06 - mean_squared_error: 3.5634e-06 - val_loss: 1.8005e-06 - val_mean_squared_error: 1.8005e-06
Epoch 31/500
13254/13254 [==============================] - ETA: 0s - loss: 3.5537e-06 - mean_squared_error: 3.5537e-06
Epoch 00031: loss improved from 0.00000 to 0.00000, saving model to ./model_LSTM/70\31-0.0000.hdf5
13254/13254 [==============================] - 83s 6ms/step - loss: 3.5537e-06 - mean_squared_error: 3.5537e-06 - val_loss: 2.1164e-06 - val_mean_squared_error: 2.1164e-06
Epoch 32/500
13252/13254 [============================>.] - ETA: 0s - loss: 3.5273e-06 - mean_squared_error: 3.5273e-06
Epoch 00032: loss improved from 0.00000 to 0.00000, saving model to ./model_LSTM/70\32-0.0000.hdf5
13254/13254 [==============================] - 78s 6ms/step - loss: 3.5269e-06 - mean_squared_error: 3.5269e-06 - val_loss: 2.5299e-06 - val_mean_squared_error: 2.5299e-06
Epoch 33/500
13252/13254 [============================>.] - ETA: 0s - loss: 3.5413e-06 - mean_squared_error: 3.5413e-06
Epoch 00033: loss did not improve from 0.00000
13254/13254 [==============================] - 82s 6ms/step - loss: 3.5411e-06 - mean_squared_error: 3.5411e-06 - val_loss: 2.4345e-06 - val_mean_squared_error: 2.4345e-06
Epoch 34/500
13250/13254 [============================>.] - ETA: 0s - loss: 3.4838e-06 - mean_squared_error: 3.4838e-06
Epoch 00034: loss improved from 0.00000 to 0.00000, saving model to ./model_LSTM/70\34-0.0000.hdf5
13254/13254 [==============================] - 70s 5ms/step - loss: 3.4830e-06 - mean_squared_error: 3.4830e-06 - val_loss: 1.8539e-06 - val_mean_squared_error: 1.8539e-06
Epoch 35/500
13250/13254 [============================>.] - ETA: 0s - loss: 3.4471e-06 - mean_squared_error: 3.4471e-06
Epoch 00035: loss improved from 0.00000 to 0.00000, saving model to ./model_LSTM/70\35-0.0000.hdf5
13254/13254 [==============================] - 79s 6ms/step - loss: 3.4464e-06 - mean_squared_error: 3.4464e-06 - val_loss: 2.3676e-06 - val_mean_squared_error: 2.3676e-06
Epoch 36/500
13254/13254 [==============================] - ETA: 0s - loss: 3.4708e-06 - mean_squared_error: 3.4708e-06
Epoch 00036: loss did not improve from 0.00000
13254/13254 [==============================] - 67s 5ms/step - loss: 3.4708e-06 - mean_squared_error: 3.4708e-06 - val_loss: 5.8506e-06 - val_mean_squared_error: 5.8506e-06
Epoch 37/500
13251/13254 [============================>.] - ETA: 0s - loss: 3.4669e-06 - mean_squared_error: 3.4669e-06
Epoch 00037: loss did not improve from 0.00000
13254/13254 [==============================] - 104s 8ms/step - loss: 3.4665e-06 - mean_squared_error: 3.4665e-06 - val_loss: 1.8245e-06 - val_mean_squared_error: 1.8245e-06
Epoch 38/500
13251/13254 [============================>.] - ETA: 0s - loss: 3.4584e-06 - mean_squared_error: 3.4584e-06
Epoch 00038: loss did not improve from 0.00000
13254/13254 [==============================] - 86s 7ms/step - loss: 3.4578e-06 - mean_squared_error: 3.4578e-06 - val_loss: 1.7668e-06 - val_mean_squared_error: 1.7668e-06
Epoch 39/500
13251/13254 [============================>.] - ETA: 0s - loss: 3.4310e-06 - mean_squared_error: 3.4310e-06
Epoch 00039: loss improved from 0.00000 to 0.00000, saving model to ./model_LSTM/70\39-0.0000.hdf5
13254/13254 [==============================] - 83s 6ms/step - loss: 3.4311e-06 - mean_squared_error: 3.4311e-06 - val_loss: 2.4882e-06 - val_mean_squared_error: 2.4882e-06
Epoch 40/500
13248/13254 [============================>.] - ETA: 0s - loss: 3.4328e-06 - mean_squared_error: 3.4328e-06
Epoch 00040: loss did not improve from 0.00000
13254/13254 [==============================] - 79s 6ms/step - loss: 3.4319e-06 - mean_squared_error: 3.4319e-06 - val_loss: 1.7208e-06 - val_mean_squared_error: 1.7208e-06
Epoch 41/500
13250/13254 [============================>.] - ETA: 0s - loss: 3.4214e-06 - mean_squared_error: 3.4214e-06
Epoch 00041: loss improved from 0.00000 to 0.00000, saving model to ./model_LSTM/70\41-0.0000.hdf5
13254/13254 [==============================] - 80s 6ms/step - loss: 3.4205e-06 - mean_squared_error: 3.4205e-06 - val_loss: 1.7414e-06 - val_mean_squared_error: 1.7414e-06
Epoch 42/500
13247/13254 [============================>.] - ETA: 0s - loss: 3.3944e-06 - mean_squared_error: 3.3944e-06
Epoch 00042: loss improved from 0.00000 to 0.00000, saving model to ./model_LSTM/70\42-0.0000.hdf5
13254/13254 [==============================] - 97s 7ms/step - loss: 3.3941e-06 - mean_squared_error: 3.3941e-06 - val_loss: 2.1262e-06 - val_mean_squared_error: 2.1262e-06
Epoch 43/500
13246/13254 [============================>.] - ETA: 0s - loss: 3.3868e-06 - mean_squared_error: 3.3868e-06
Epoch 00043: loss improved from 0.00000 to 0.00000, saving model to ./model_LSTM/70\43-0.0000.hdf5
13254/13254 [==============================] - 80s 6ms/step - loss: 3.3856e-06 - mean_squared_error: 3.3856e-06 - val_loss: 1.9202e-06 - val_mean_squared_error: 1.9202e-06
Epoch 44/500
13249/13254 [============================>.] - ETA: 0s - loss: 3.4143e-06 - mean_squared_error: 3.4143e-06
Epoch 00044: loss did not improve from 0.00000
13254/13254 [==============================] - 84s 6ms/step - loss: 3.4132e-06 - mean_squared_error: 3.4132e-06 - val_loss: 1.7454e-06 - val_mean_squared_error: 1.7454e-06
Epoch 45/500
13249/13254 [============================>.] - ETA: 0s - loss: 3.3871e-06 - mean_squared_error: 3.3871e-06
Epoch 00045: loss did not improve from 0.00000
13254/13254 [==============================] - 72s 5ms/step - loss: 3.3859e-06 - mean_squared_error: 3.3859e-06 - val_loss: 1.7453e-06 - val_mean_squared_error: 1.7453e-06
Epoch 46/500
13250/13254 [============================>.] - ETA: 0s - loss: 3.3925e-06 - mean_squared_error: 3.3925e-06
Epoch 00046: loss did not improve from 0.00000
13254/13254 [==============================] - 85s 6ms/step - loss: 3.3916e-06 - mean_squared_error: 3.3916e-06 - val_loss: 1.7353e-06 - val_mean_squared_error: 1.7353e-06
Epoch 47/500
13254/13254 [==============================] - ETA: 0s - loss: 3.3787e-06 - mean_squared_error: 3.3787e-06
Epoch 00047: loss improved from 0.00000 to 0.00000, saving model to ./model_LSTM/70\47-0.0000.hdf5
13254/13254 [==============================] - 80s 6ms/step - loss: 3.3787e-06 - mean_squared_error: 3.3787e-06 - val_loss: 1.8352e-06 - val_mean_squared_error: 1.8352e-06
Epoch 48/500
13253/13254 [============================>.] - ETA: 0s - loss: 3.3687e-06 - mean_squared_error: 3.3687e-06
Epoch 00048: loss improved from 0.00000 to 0.00000, saving model to ./model_LSTM/70\48-0.0000.hdf5
13254/13254 [==============================] - 80s 6ms/step - loss: 3.3685e-06 - mean_squared_error: 3.3685e-06 - val_loss: 1.8155e-06 - val_mean_squared_error: 1.8155e-06
Epoch 49/500
13251/13254 [============================>.] - ETA: 0s - loss: 3.3198e-06 - mean_squared_error: 3.3198e-06
Epoch 00049: loss improved from 0.00000 to 0.00000, saving model to ./model_LSTM/70\49-0.0000.hdf5
13254/13254 [==============================] - 70s 5ms/step - loss: 3.3191e-06 - mean_squared_error: 3.3191e-06 - val_loss: 1.7642e-06 - val_mean_squared_error: 1.7642e-06
Epoch 50/500
13253/13254 [============================>.] - ETA: 0s - loss: 3.3663e-06 - mean_squared_error: 3.3663e-06
Epoch 00050: loss did not improve from 0.00000
13254/13254 [==============================] - 77s 6ms/step - loss: 3.3662e-06 - mean_squared_error: 3.3662e-06 - val_loss: 1.9848e-06 - val_mean_squared_error: 1.9848e-06
Epoch 51/500
13250/13254 [============================>.] - ETA: 0s - loss: 3.3457e-06 - mean_squared_error: 3.3457e-06
Epoch 00051: loss did not improve from 0.00000
13254/13254 [==============================] - 69s 5ms/step - loss: 3.3450e-06 - mean_squared_error: 3.3450e-06 - val_loss: 2.0336e-06 - val_mean_squared_error: 2.0336e-06
Epoch 52/500
13253/13254 [============================>.] - ETA: 0s - loss: 3.3163e-06 - mean_squared_error: 3.3163e-06
Epoch 00052: loss improved from 0.00000 to 0.00000, saving model to ./model_LSTM/70\52-0.0000.hdf5
13254/13254 [==============================] - 80s 6ms/step - loss: 3.3161e-06 - mean_squared_error: 3.3161e-06 - val_loss: 2.2086e-06 - val_mean_squared_error: 2.2086e-06
Epoch 53/500
13248/13254 [============================>.] - ETA: 0s - loss: 3.3208e-06 - mean_squared_error: 3.3208e-06
Epoch 00053: loss did not improve from 0.00000
13254/13254 [==============================] - 67s 5ms/step - loss: 3.3194e-06 - mean_squared_error: 3.3194e-06 - val_loss: 1.7296e-06 - val_mean_squared_error: 1.7296e-06
Epoch 54/500
13254/13254 [==============================] - ETA: 0s - loss: 3.3332e-06 - mean_squared_error: 3.3332e-06
Epoch 00054: loss did not improve from 0.00000
13254/13254 [==============================] - 79s 6ms/step - loss: 3.3332e-06 - mean_squared_error: 3.3332e-06 - val_loss: 1.7343e-06 - val_mean_squared_error: 1.7343e-06
Epoch 55/500
13251/13254 [============================>.] - ETA: 0s - loss: 3.3675e-06 - mean_squared_error: 3.3675e-06
Epoch 00055: loss did not improve from 0.00000
13254/13254 [==============================] - 67s 5ms/step - loss: 3.3669e-06 - mean_squared_error: 3.3669e-06 - val_loss: 1.9223e-06 - val_mean_squared_error: 1.9223e-06
Epoch 56/500
13252/13254 [============================>.] - ETA: 0s - loss: 3.3308e-06 - mean_squared_error: 3.3308e-06
Epoch 00056: loss did not improve from 0.00000
13254/13254 [==============================] - 86s 6ms/step - loss: 3.3304e-06 - mean_squared_error: 3.3304e-06 - val_loss: 1.7213e-06 - val_mean_squared_error: 1.7213e-06
Epoch 57/500
13251/13254 [============================>.] - ETA: 0s - loss: 3.3546e-06 - mean_squared_error: 3.3546e-06
Epoch 00057: loss did not improve from 0.00000
13254/13254 [==============================] - 66s 5ms/step - loss: 3.3541e-06 - mean_squared_error: 3.3541e-06 - val_loss: 2.1877e-06 - val_mean_squared_error: 2.1877e-06
Epoch 00057: early stopping
Epoch 1/500
8870/8874 [============================>.] - ETA: 0s - loss: 5.7603e-06 - mean_squared_error: 5.7603e-06
Epoch 00001: loss improved from inf to 0.00001, saving model to ./model_LSTM/71\01-0.0000.hdf5
8874/8874 [==============================] - 53s 6ms/step - loss: 5.7592e-06 - mean_squared_error: 5.7592e-06 - val_loss: 3.2727e-06 - val_mean_squared_error: 3.2727e-06
Epoch 2/500
8872/8874 [============================>.] - ETA: 0s - loss: 4.8269e-06 - mean_squared_error: 4.8269e-06
Epoch 00002: loss improved from 0.00001 to 0.00000, saving model to ./model_LSTM/71\02-0.0000.hdf5
8874/8874 [==============================] - 46s 5ms/step - loss: 4.8259e-06 - mean_squared_error: 4.8259e-06 - val_loss: 7.3676e-06 - val_mean_squared_error: 7.3676e-06
Epoch 3/500
8874/8874 [==============================] - ETA: 0s - loss: 4.4698e-06 - mean_squared_error: 4.4698e-06
Epoch 00003: loss improved from 0.00000 to 0.00000, saving model to ./model_LSTM/71\03-0.0000.hdf5
8874/8874 [==============================] - 45s 5ms/step - loss: 4.4698e-06 - mean_squared_error: 4.4698e-06 - val_loss: 7.8752e-06 - val_mean_squared_error: 7.8752e-06
Epoch 4/500
8871/8874 [============================>.] - ETA: 0s - loss: 4.2287e-06 - mean_squared_error: 4.2287e-06
Epoch 00004: loss improved from 0.00000 to 0.00000, saving model to ./model_LSTM/71\04-0.0000.hdf5
8874/8874 [==============================] - 55s 6ms/step - loss: 4.2283e-06 - mean_squared_error: 4.2283e-06 - val_loss: 2.1029e-06 - val_mean_squared_error: 2.1029e-06
Epoch 5/500
8867/8874 [============================>.] - ETA: 0s - loss: 4.2023e-06 - mean_squared_error: 4.2023e-06
Epoch 00005: loss improved from 0.00000 to 0.00000, saving model to ./model_LSTM/71\05-0.0000.hdf5
8874/8874 [==============================] - 47s 5ms/step - loss: 4.2029e-06 - mean_squared_error: 4.2029e-06 - val_loss: 1.9044e-06 - val_mean_squared_error: 1.9044e-06
Epoch 6/500
8864/8874 [============================>.] - ETA: 0s - loss: 4.1058e-06 - mean_squared_error: 4.1058e-06
Epoch 00006: loss improved from 0.00000 to 0.00000, saving model to ./model_LSTM/71\06-0.0000.hdf5
8874/8874 [==============================] - 44s 5ms/step - loss: 4.1027e-06 - mean_squared_error: 4.1027e-06 - val_loss: 4.5082e-06 - val_mean_squared_error: 4.5082e-06
Epoch 7/500
8869/8874 [============================>.] - ETA: 0s - loss: 4.1050e-06 - mean_squared_error: 4.1050e-06
Epoch 00007: loss did not improve from 0.00000
8874/8874 [==============================] - 52s 6ms/step - loss: 4.1029e-06 - mean_squared_error: 4.1029e-06 - val_loss: 1.1540e-05 - val_mean_squared_error: 1.1540e-05
Epoch 8/500
8864/8874 [============================>.] - ETA: 0s - loss: 4.0407e-06 - mean_squared_error: 4.0407e-06
Epoch 00008: loss improved from 0.00000 to 0.00000, saving model to ./model_LSTM/71\08-0.0000.hdf5
8874/8874 [==============================] - 50s 6ms/step - loss: 4.0422e-06 - mean_squared_error: 4.0422e-06 - val_loss: 3.1569e-05 - val_mean_squared_error: 3.1569e-05
Epoch 9/500
8871/8874 [============================>.] - ETA: 0s - loss: 4.0260e-06 - mean_squared_error: 4.0260e-06
Epoch 00009: loss improved from 0.00000 to 0.00000, saving model to ./model_LSTM/71\09-0.0000.hdf5
8874/8874 [==============================] - 44s 5ms/step - loss: 4.0268e-06 - mean_squared_error: 4.0268e-06 - val_loss: 2.7371e-05 - val_mean_squared_error: 2.7371e-05
Epoch 10/500
8869/8874 [============================>.] - ETA: 0s - loss: 4.0072e-06 - mean_squared_error: 4.0072e-06
Epoch 00010: loss improved from 0.00000 to 0.00000, saving model to ./model_LSTM/71\10-0.0000.hdf5
8874/8874 [==============================] - 50s 6ms/step - loss: 4.0058e-06 - mean_squared_error: 4.0058e-06 - val_loss: 3.2991e-05 - val_mean_squared_error: 3.2991e-05
Epoch 11/500
8867/8874 [============================>.] - ETA: 0s - loss: 3.9858e-06 - mean_squared_error: 3.9858e-06
Epoch 00011: loss improved from 0.00000 to 0.00000, saving model to ./model_LSTM/71\11-0.0000.hdf5
8874/8874 [==============================] - 52s 6ms/step - loss: 3.9845e-06 - mean_squared_error: 3.9845e-06 - val_loss: 2.7032e-05 - val_mean_squared_error: 2.7032e-05
Epoch 12/500
8867/8874 [============================>.] - ETA: 0s - loss: 3.8737e-06 - mean_squared_error: 3.8737e-06
Epoch 00012: loss improved from 0.00000 to 0.00000, saving model to ./model_LSTM/71\12-0.0000.hdf5
8874/8874 [==============================] - 44s 5ms/step - loss: 3.8744e-06 - mean_squared_error: 3.8744e-06 - val_loss: 3.3932e-05 - val_mean_squared_error: 3.3932e-05
Epoch 13/500
8870/8874 [============================>.] - ETA: 0s - loss: 3.8442e-06 - mean_squared_error: 3.8442e-06
Epoch 00013: loss improved from 0.00000 to 0.00000, saving model to ./model_LSTM/71\13-0.0000.hdf5
8874/8874 [==============================] - 50s 6ms/step - loss: 3.8439e-06 - mean_squared_error: 3.8439e-06 - val_loss: 3.1761e-05 - val_mean_squared_error: 3.1761e-05
Epoch 14/500
8867/8874 [============================>.] - ETA: 0s - loss: 3.9105e-06 - mean_squared_error: 3.9105e-06
Epoch 00014: loss did not improve from 0.00000
8874/8874 [==============================] - 51s 6ms/step - loss: 3.9078e-06 - mean_squared_error: 3.9078e-06 - val_loss: 2.0906e-05 - val_mean_squared_error: 2.0906e-05
Epoch 15/500
8865/8874 [============================>.] - ETA: 0s - loss: 3.9066e-06 - mean_squared_error: 3.9066e-06
Epoch 00015: loss did not improve from 0.00000
8874/8874 [==============================] - 45s 5ms/step - loss: 3.9042e-06 - mean_squared_error: 3.9042e-06 - val_loss: 4.7492e-05 - val_mean_squared_error: 4.7492e-05
Epoch 16/500
8873/8874 [============================>.] - ETA: 0s - loss: 3.8699e-06 - mean_squared_error: 3.8699e-06
Epoch 00016: loss did not improve from 0.00000
8874/8874 [==============================] - 51s 6ms/step - loss: 3.8695e-06 - mean_squared_error: 3.8695e-06 - val_loss: 2.9879e-05 - val_mean_squared_error: 2.9879e-05
Epoch 17/500
8862/8874 [============================>.] - ETA: 0s - loss: 3.8681e-06 - mean_squared_error: 3.8681e-06
Epoch 00017: loss did not improve from 0.00000
8874/8874 [==============================] - 54s 6ms/step - loss: 3.8642e-06 - mean_squared_error: 3.8642e-06 - val_loss: 2.6958e-05 - val_mean_squared_error: 2.6958e-05
Epoch 18/500
8874/8874 [==============================] - ETA: 0s - loss: 3.7887e-06 - mean_squared_error: 3.7887e-06
Epoch 00018: loss improved from 0.00000 to 0.00000, saving model to ./model_LSTM/71\18-0.0000.hdf5
8874/8874 [==============================] - 46s 5ms/step - loss: 3.7887e-06 - mean_squared_error: 3.7887e-06 - val_loss: 4.6116e-05 - val_mean_squared_error: 4.6116e-05
Epoch 19/500
8872/8874 [============================>.] - ETA: 0s - loss: 3.8155e-06 - mean_squared_error: 3.8155e-06
Epoch 00019: loss did not improve from 0.00000
8874/8874 [==============================] - 50s 6ms/step - loss: 3.8151e-06 - mean_squared_error: 3.8151e-06 - val_loss: 1.8439e-05 - val_mean_squared_error: 1.8439e-05
Epoch 20/500
8865/8874 [============================>.] - ETA: 0s - loss: 3.7785e-06 - mean_squared_error: 3.7785e-06
Epoch 00020: loss improved from 0.00000 to 0.00000, saving model to ./model_LSTM/71\20-0.0000.hdf5
8874/8874 [==============================] - 52s 6ms/step - loss: 3.7750e-06 - mean_squared_error: 3.7750e-06 - val_loss: 2.4586e-05 - val_mean_squared_error: 2.4586e-05
Epoch 21/500
8873/8874 [============================>.] - ETA: 0s - loss: 3.7835e-06 - mean_squared_error: 3.7835e-06
Epoch 00021: loss did not improve from 0.00000
8874/8874 [==============================] - 43s 5ms/step - loss: 3.7832e-06 - mean_squared_error: 3.7832e-06 - val_loss: 1.6490e-05 - val_mean_squared_error: 1.6490e-05
Epoch 22/500
8873/8874 [============================>.] - ETA: 0s - loss: 3.7734e-06 - mean_squared_error: 3.7734e-06
Epoch 00022: loss improved from 0.00000 to 0.00000, saving model to ./model_LSTM/71\22-0.0000.hdf5
8874/8874 [==============================] - 48s 5ms/step - loss: 3.7730e-06 - mean_squared_error: 3.7730e-06 - val_loss: 2.2612e-05 - val_mean_squared_error: 2.2612e-05
Epoch 23/500
8866/8874 [============================>.] - ETA: 0s - loss: 3.7638e-06 - mean_squared_error: 3.7638e-06
Epoch 00023: loss improved from 0.00000 to 0.00000, saving model to ./model_LSTM/71\23-0.0000.hdf5
8874/8874 [==============================] - 54s 6ms/step - loss: 3.7624e-06 - mean_squared_error: 3.7624e-06 - val_loss: 3.3678e-05 - val_mean_squared_error: 3.3678e-05
Epoch 24/500
8872/8874 [============================>.] - ETA: 0s - loss: 3.7714e-06 - mean_squared_error: 3.7714e-06
Epoch 00024: loss did not improve from 0.00000
8874/8874 [==============================] - 44s 5ms/step - loss: 3.7706e-06 - mean_squared_error: 3.7706e-06 - val_loss: 1.8961e-05 - val_mean_squared_error: 1.8961e-05
Epoch 25/500
8871/8874 [============================>.] - ETA: 0s - loss: 3.7978e-06 - mean_squared_error: 3.7978e-06
Epoch 00025: loss did not improve from 0.00000
8874/8874 [==============================] - 47s 5ms/step - loss: 3.7967e-06 - mean_squared_error: 3.7967e-06 - val_loss: 1.3178e-05 - val_mean_squared_error: 1.3178e-05
Epoch 26/500
8866/8874 [============================>.] - ETA: 0s - loss: 3.7336e-06 - mean_squared_error: 3.7336e-06
Epoch 00026: loss improved from 0.00000 to 0.00000, saving model to ./model_LSTM/71\26-0.0000.hdf5
8874/8874 [==============================] - 54s 6ms/step - loss: 3.7310e-06 - mean_squared_error: 3.7310e-06 - val_loss: 1.3181e-05 - val_mean_squared_error: 1.3181e-05
Epoch 27/500
8866/8874 [============================>.] - ETA: 0s - loss: 3.7533e-06 - mean_squared_error: 3.7533e-06
Epoch 00027: loss did not improve from 0.00000
8874/8874 [==============================] - 44s 5ms/step - loss: 3.7548e-06 - mean_squared_error: 3.7548e-06 - val_loss: 1.0515e-05 - val_mean_squared_error: 1.0515e-05
Epoch 28/500
8869/8874 [============================>.] - ETA: 0s - loss: 3.6703e-06 - mean_squared_error: 3.6703e-06
Epoch 00028: loss improved from 0.00000 to 0.00000, saving model to ./model_LSTM/71\28-0.0000.hdf5
8874/8874 [==============================] - 47s 5ms/step - loss: 3.6686e-06 - mean_squared_error: 3.6686e-06 - val_loss: 1.7433e-05 - val_mean_squared_error: 1.7433e-05
Epoch 29/500
8868/8874 [============================>.] - ETA: 0s - loss: 3.6982e-06 - mean_squared_error: 3.6982e-06
Epoch 00029: loss did not improve from 0.00000
8874/8874 [==============================] - 55s 6ms/step - loss: 3.6971e-06 - mean_squared_error: 3.6971e-06 - val_loss: 2.1254e-05 - val_mean_squared_error: 2.1254e-05
Epoch 30/500
8865/8874 [============================>.] - ETA: 0s - loss: 3.6650e-06 - mean_squared_error: 3.6650e-06
Epoch 00030: loss improved from 0.00000 to 0.00000, saving model to ./model_LSTM/71\30-0.0000.hdf5
8874/8874 [==============================] - 49s 5ms/step - loss: 3.6621e-06 - mean_squared_error: 3.6621e-06 - val_loss: 1.1519e-05 - val_mean_squared_error: 1.1519e-05
Epoch 31/500
8871/8874 [============================>.] - ETA: 0s - loss: 3.6479e-06 - mean_squared_error: 3.6479e-06
Epoch 00031: loss improved from 0.00000 to 0.00000, saving model to ./model_LSTM/71\31-0.0000.hdf5
8874/8874 [==============================] - 52s 6ms/step - loss: 3.6479e-06 - mean_squared_error: 3.6479e-06 - val_loss: 1.1859e-05 - val_mean_squared_error: 1.1859e-05
Epoch 32/500
8869/8874 [============================>.] - ETA: 0s - loss: 3.6196e-06 - mean_squared_error: 3.6196e-06
Epoch 00032: loss improved from 0.00000 to 0.00000, saving model to ./model_LSTM/71\32-0.0000.hdf5
8874/8874 [==============================] - 55s 6ms/step - loss: 3.6180e-06 - mean_squared_error: 3.6180e-06 - val_loss: 1.5971e-05 - val_mean_squared_error: 1.5971e-05
Epoch 33/500
8871/8874 [============================>.] - ETA: 0s - loss: 3.6560e-06 - mean_squared_error: 3.6560e-06
Epoch 00033: loss did not improve from 0.00000
8874/8874 [==============================] - 47s 5ms/step - loss: 3.6554e-06 - mean_squared_error: 3.6554e-06 - val_loss: 8.5921e-06 - val_mean_squared_error: 8.5921e-06
Epoch 34/500
8873/8874 [============================>.] - ETA: 0s - loss: 3.6796e-06 - mean_squared_error: 3.6796e-06
Epoch 00034: loss did not improve from 0.00000
8874/8874 [==============================] - 55s 6ms/step - loss: 3.6793e-06 - mean_squared_error: 3.6793e-06 - val_loss: 1.2660e-05 - val_mean_squared_error: 1.2660e-05
Epoch 35/500
8866/8874 [============================>.] - ETA: 0s - loss: 3.6779e-06 - mean_squared_error: 3.6779e-06
Epoch 00035: loss did not improve from 0.00000
8874/8874 [==============================] - 54s 6ms/step - loss: 3.6791e-06 - mean_squared_error: 3.6791e-06 - val_loss: 1.2324e-05 - val_mean_squared_error: 1.2324e-05
Epoch 36/500
8867/8874 [============================>.] - ETA: 0s - loss: 3.6016e-06 - mean_squared_error: 3.6016e-06
Epoch 00036: loss improved from 0.00000 to 0.00000, saving model to ./model_LSTM/71\36-0.0000.hdf5
8874/8874 [==============================] - 46s 5ms/step - loss: 3.5996e-06 - mean_squared_error: 3.5996e-06 - val_loss: 1.6737e-05 - val_mean_squared_error: 1.6737e-05
Epoch 37/500
8868/8874 [============================>.] - ETA: 0s - loss: 3.5870e-06 - mean_squared_error: 3.5870e-06
Epoch 00037: loss improved from 0.00000 to 0.00000, saving model to ./model_LSTM/71\37-0.0000.hdf5
8874/8874 [==============================] - 50s 6ms/step - loss: 3.5849e-06 - mean_squared_error: 3.5849e-06 - val_loss: 1.9859e-05 - val_mean_squared_error: 1.9859e-05
Epoch 38/500
8865/8874 [============================>.] - ETA: 0s - loss: 3.5773e-06 - mean_squared_error: 3.5773e-06
Epoch 00038: loss did not improve from 0.00000
8874/8874 [==============================] - 65s 7ms/step - loss: 3.6513e-06 - mean_squared_error: 3.6513e-06 - val_loss: 1.1912e-05 - val_mean_squared_error: 1.1912e-05
Epoch 39/500
8867/8874 [============================>.] - ETA: 0s - loss: 3.6522e-06 - mean_squared_error: 3.6522e-06
Epoch 00039: loss did not improve from 0.00000
8874/8874 [==============================] - 54s 6ms/step - loss: 3.6495e-06 - mean_squared_error: 3.6495e-06 - val_loss: 1.3165e-05 - val_mean_squared_error: 1.3165e-05
Epoch 40/500
8868/8874 [============================>.] - ETA: 0s - loss: 3.6045e-06 - mean_squared_error: 3.6045e-06
Epoch 00040: loss did not improve from 0.00000
8874/8874 [==============================] - 68s 8ms/step - loss: 3.6024e-06 - mean_squared_error: 3.6024e-06 - val_loss: 2.0327e-05 - val_mean_squared_error: 2.0327e-05
Epoch 41/500
8873/8874 [============================>.] - ETA: 0s - loss: 3.5638e-06 - mean_squared_error: 3.5638e-06
Epoch 00041: loss improved from 0.00000 to 0.00000, saving model to ./model_LSTM/71\41-0.0000.hdf5
8874/8874 [==============================] - 57s 6ms/step - loss: 3.5636e-06 - mean_squared_error: 3.5636e-06 - val_loss: 2.1656e-05 - val_mean_squared_error: 2.1656e-05
Epoch 42/500
8868/8874 [============================>.] - ETA: 0s - loss: 3.6560e-06 - mean_squared_error: 3.6560e-06
Epoch 00042: loss did not improve from 0.00000
8874/8874 [==============================] - 53s 6ms/step - loss: 3.6539e-06 - mean_squared_error: 3.6539e-06 - val_loss: 2.2964e-05 - val_mean_squared_error: 2.2964e-05
Epoch 43/500
8874/8874 [==============================] - ETA: 0s - loss: 3.6229e-06 - mean_squared_error: 3.6229e-06
Epoch 00043: loss did not improve from 0.00000
8874/8874 [==============================] - 56s 6ms/step - loss: 3.6229e-06 - mean_squared_error: 3.6229e-06 - val_loss: 1.8936e-05 - val_mean_squared_error: 1.8936e-05
Epoch 44/500
8864/8874 [============================>.] - ETA: 0s - loss: 3.6067e-06 - mean_squared_error: 3.6067e-06
Epoch 00044: loss did not improve from 0.00000
8874/8874 [==============================] - 48s 5ms/step - loss: 3.6038e-06 - mean_squared_error: 3.6038e-06 - val_loss: 2.0426e-05 - val_mean_squared_error: 2.0426e-05
Epoch 45/500
8874/8874 [==============================] - ETA: 0s - loss: 3.5849e-06 - mean_squared_error: 3.5849e-06
Epoch 00045: loss did not improve from 0.00000
8874/8874 [==============================] - 50s 6ms/step - loss: 3.5849e-06 - mean_squared_error: 3.5849e-06 - val_loss: 1.2473e-05 - val_mean_squared_error: 1.2473e-05
Epoch 46/500
8871/8874 [============================>.] - ETA: 0s - loss: 3.5920e-06 - mean_squared_error: 3.5920e-06
Epoch 00046: loss did not improve from 0.00000
8874/8874 [==============================] - 56s 6ms/step - loss: 3.5919e-06 - mean_squared_error: 3.5919e-06 - val_loss: 1.4612e-05 - val_mean_squared_error: 1.4612e-05
Epoch 00046: early stopping
Epoch 1/500
1982/1986 [============================>.] - ETA: 0s - loss: 4.1490e-05 - mean_squared_error: 4.1490e-05
Epoch 00001: loss improved from inf to 0.00004, saving model to ./model_LSTM/72\01-0.0000.hdf5
1986/1986 [==============================] - 11s 5ms/step - loss: 4.1444e-05 - mean_squared_error: 4.1444e-05 - val_loss: 2.6214e-05 - val_mean_squared_error: 2.6214e-05
Epoch 2/500
1980/1986 [============================>.] - ETA: 0s - loss: 3.7577e-05 - mean_squared_error: 3.7577e-05
Epoch 00002: loss improved from 0.00004 to 0.00004, saving model to ./model_LSTM/72\02-0.0000.hdf5
1986/1986 [==============================] - 11s 5ms/step - loss: 3.7517e-05 - mean_squared_error: 3.7517e-05 - val_loss: 1.7788e-05 - val_mean_squared_error: 1.7788e-05
Epoch 3/500
1978/1986 [============================>.] - ETA: 0s - loss: 3.5951e-05 - mean_squared_error: 3.5951e-05
Epoch 00003: loss improved from 0.00004 to 0.00004, saving model to ./model_LSTM/72\03-0.0000.hdf5
1986/1986 [==============================] - 12s 6ms/step - loss: 3.5904e-05 - mean_squared_error: 3.5904e-05 - val_loss: 1.8270e-05 - val_mean_squared_error: 1.8270e-05
Epoch 4/500
1982/1986 [============================>.] - ETA: 0s - loss: 3.4165e-05 - mean_squared_error: 3.4165e-05
Epoch 00004: loss improved from 0.00004 to 0.00003, saving model to ./model_LSTM/72\04-0.0000.hdf5
1986/1986 [==============================] - 12s 6ms/step - loss: 3.4121e-05 - mean_squared_error: 3.4121e-05 - val_loss: 2.1969e-05 - val_mean_squared_error: 2.1969e-05
Epoch 5/500
1981/1986 [============================>.] - ETA: 0s - loss: 3.3883e-05 - mean_squared_error: 3.3883e-05
Epoch 00005: loss improved from 0.00003 to 0.00003, saving model to ./model_LSTM/72\05-0.0000.hdf5
1986/1986 [==============================] - 13s 6ms/step - loss: 3.3836e-05 - mean_squared_error: 3.3836e-05 - val_loss: 1.8269e-05 - val_mean_squared_error: 1.8269e-05
Epoch 6/500
1983/1986 [============================>.] - ETA: 0s - loss: 3.2321e-05 - mean_squared_error: 3.2321e-05
Epoch 00006: loss improved from 0.00003 to 0.00003, saving model to ./model_LSTM/72\06-0.0000.hdf5
1986/1986 [==============================] - 11s 6ms/step - loss: 3.2287e-05 - mean_squared_error: 3.2287e-05 - val_loss: 1.6335e-05 - val_mean_squared_error: 1.6335e-05
Epoch 7/500
1981/1986 [============================>.] - ETA: 0s - loss: 3.1131e-05 - mean_squared_error: 3.1131e-05
Epoch 00007: loss improved from 0.00003 to 0.00003, saving model to ./model_LSTM/72\07-0.0000.hdf5
1986/1986 [==============================] - 12s 6ms/step - loss: 3.1092e-05 - mean_squared_error: 3.1092e-05 - val_loss: 1.5951e-05 - val_mean_squared_error: 1.5951e-05
Epoch 8/500
1981/1986 [============================>.] - ETA: 0s - loss: 2.9666e-05 - mean_squared_error: 2.9666e-05
Epoch 00008: loss improved from 0.00003 to 0.00003, saving model to ./model_LSTM/72\08-0.0000.hdf5
1986/1986 [==============================] - 12s 6ms/step - loss: 2.9652e-05 - mean_squared_error: 2.9652e-05 - val_loss: 1.7654e-05 - val_mean_squared_error: 1.7654e-05
Epoch 9/500
1983/1986 [============================>.] - ETA: 0s - loss: 2.9805e-05 - mean_squared_error: 2.9805e-05
Epoch 00009: loss did not improve from 0.00003
1986/1986 [==============================] - 13s 7ms/step - loss: 2.9774e-05 - mean_squared_error: 2.9774e-05 - val_loss: 2.3422e-05 - val_mean_squared_error: 2.3422e-05
Epoch 10/500
1982/1986 [============================>.] - ETA: 0s - loss: 2.8538e-05 - mean_squared_error: 2.8538e-05
Epoch 00010: loss improved from 0.00003 to 0.00003, saving model to ./model_LSTM/72\10-0.0000.hdf5
1986/1986 [==============================] - 14s 7ms/step - loss: 2.8516e-05 - mean_squared_error: 2.8516e-05 - val_loss: 1.5537e-05 - val_mean_squared_error: 1.5537e-05
Epoch 11/500
1977/1986 [============================>.] - ETA: 0s - loss: 2.8112e-05 - mean_squared_error: 2.8112e-05
Epoch 00011: loss improved from 0.00003 to 0.00003, saving model to ./model_LSTM/72\11-0.0000.hdf5
1986/1986 [==============================] - 13s 7ms/step - loss: 2.8022e-05 - mean_squared_error: 2.8022e-05 - val_loss: 1.5192e-05 - val_mean_squared_error: 1.5192e-05
Epoch 12/500
1982/1986 [============================>.] - ETA: 0s - loss: 2.7455e-05 - mean_squared_error: 2.7455e-05
Epoch 00012: loss improved from 0.00003 to 0.00003, saving model to ./model_LSTM/72\12-0.0000.hdf5
1986/1986 [==============================] - 13s 7ms/step - loss: 2.7416e-05 - mean_squared_error: 2.7416e-05 - val_loss: 1.5777e-05 - val_mean_squared_error: 1.5777e-05
Epoch 13/500
1979/1986 [============================>.] - ETA: 0s - loss: 2.7088e-05 - mean_squared_error: 2.7088e-05
Epoch 00013: loss improved from 0.00003 to 0.00003, saving model to ./model_LSTM/72\13-0.0000.hdf5
1986/1986 [==============================] - 14s 7ms/step - loss: 2.7010e-05 - mean_squared_error: 2.7010e-05 - val_loss: 1.6309e-05 - val_mean_squared_error: 1.6309e-05
Epoch 14/500
1982/1986 [============================>.] - ETA: 0s - loss: 2.7569e-05 - mean_squared_error: 2.7569e-05
Epoch 00014: loss did not improve from 0.00003
1986/1986 [==============================] - 10s 5ms/step - loss: 2.7538e-05 - mean_squared_error: 2.7538e-05 - val_loss: 1.7389e-05 - val_mean_squared_error: 1.7389e-05
Epoch 15/500
1981/1986 [============================>.] - ETA: 0s - loss: 2.7206e-05 - mean_squared_error: 2.7206e-05
Epoch 00015: loss did not improve from 0.00003
1986/1986 [==============================] - 11s 5ms/step - loss: 2.7161e-05 - mean_squared_error: 2.7161e-05 - val_loss: 1.5822e-05 - val_mean_squared_error: 1.5822e-05
Epoch 16/500
1986/1986 [==============================] - ETA: 0s - loss: 2.6810e-05 - mean_squared_error: 2.6810e-05
Epoch 00016: loss improved from 0.00003 to 0.00003, saving model to ./model_LSTM/72\16-0.0000.hdf5
1986/1986 [==============================] - 12s 6ms/step - loss: 2.6810e-05 - mean_squared_error: 2.6810e-05 - val_loss: 1.4659e-05 - val_mean_squared_error: 1.4659e-05
Epoch 17/500
1984/1986 [============================>.] - ETA: 0s - loss: 2.5870e-05 - mean_squared_error: 2.5870e-05
Epoch 00017: loss improved from 0.00003 to 0.00003, saving model to ./model_LSTM/72\17-0.0000.hdf5
1986/1986 [==============================] - 11s 5ms/step - loss: 2.5865e-05 - mean_squared_error: 2.5865e-05 - val_loss: 1.4308e-05 - val_mean_squared_error: 1.4308e-05
Epoch 18/500
1984/1986 [============================>.] - ETA: 0s - loss: 2.6163e-05 - mean_squared_error: 2.6163e-05
Epoch 00018: loss did not improve from 0.00003
1986/1986 [==============================] - 10s 5ms/step - loss: 2.6147e-05 - mean_squared_error: 2.6147e-05 - val_loss: 1.5381e-05 - val_mean_squared_error: 1.5381e-05
Epoch 19/500
1985/1986 [============================>.] - ETA: 0s - loss: 2.6298e-05 - mean_squared_error: 2.6298e-05
Epoch 00019: loss did not improve from 0.00003
1986/1986 [==============================] - 11s 5ms/step - loss: 2.6296e-05 - mean_squared_error: 2.6296e-05 - val_loss: 2.9775e-05 - val_mean_squared_error: 2.9775e-05
Epoch 20/500
1981/1986 [============================>.] - ETA: 0s - loss: 2.5423e-05 - mean_squared_error: 2.5423e-05
Epoch 00020: loss improved from 0.00003 to 0.00003, saving model to ./model_LSTM/72\20-0.0000.hdf5
1986/1986 [==============================] - 12s 6ms/step - loss: 2.5383e-05 - mean_squared_error: 2.5383e-05 - val_loss: 2.1682e-05 - val_mean_squared_error: 2.1682e-05
Epoch 21/500
1982/1986 [============================>.] - ETA: 0s - loss: 2.5486e-05 - mean_squared_error: 2.5486e-05
Epoch 00021: loss did not improve from 0.00003
1986/1986 [==============================] - 14s 7ms/step - loss: 2.5521e-05 - mean_squared_error: 2.5521e-05 - val_loss: 1.5805e-05 - val_mean_squared_error: 1.5805e-05
Epoch 22/500
1984/1986 [============================>.] - ETA: 0s - loss: 2.5082e-05 - mean_squared_error: 2.5082e-05
Epoch 00022: loss improved from 0.00003 to 0.00003, saving model to ./model_LSTM/72\22-0.0000.hdf5
1986/1986 [==============================] - 17s 9ms/step - loss: 2.5072e-05 - mean_squared_error: 2.5072e-05 - val_loss: 1.8407e-05 - val_mean_squared_error: 1.8407e-05
Epoch 23/500
1986/1986 [==============================] - ETA: 0s - loss: 2.5077e-05 - mean_squared_error: 2.5077e-05
Epoch 00023: loss did not improve from 0.00003
1986/1986 [==============================] - 17s 8ms/step - loss: 2.5077e-05 - mean_squared_error: 2.5077e-05 - val_loss: 1.5861e-05 - val_mean_squared_error: 1.5861e-05
Epoch 24/500
1977/1986 [============================>.] - ETA: 0s - loss: 2.4965e-05 - mean_squared_error: 2.4965e-05
Epoch 00024: loss improved from 0.00003 to 0.00002, saving model to ./model_LSTM/72\24-0.0000.hdf5
1986/1986 [==============================] - 13s 6ms/step - loss: 2.4916e-05 - mean_squared_error: 2.4916e-05 - val_loss: 1.5735e-05 - val_mean_squared_error: 1.5735e-05
Epoch 25/500
1980/1986 [============================>.] - ETA: 0s - loss: 2.2692e-05 - mean_squared_error: 2.2692e-05
Epoch 00025: loss improved from 0.00002 to 0.00002, saving model to ./model_LSTM/72\25-0.0001.hdf5
1986/1986 [==============================] - 11s 5ms/step - loss: 2.4649e-05 - mean_squared_error: 2.4649e-05 - val_loss: 6.8867e-05 - val_mean_squared_error: 6.8867e-05
Epoch 26/500
1980/1986 [============================>.] - ETA: 0s - loss: 2.4439e-05 - mean_squared_error: 2.4439e-05
Epoch 00026: loss improved from 0.00002 to 0.00002, saving model to ./model_LSTM/72\26-0.0000.hdf5
1986/1986 [==============================] - 10s 5ms/step - loss: 2.4385e-05 - mean_squared_error: 2.4385e-05 - val_loss: 1.8921e-05 - val_mean_squared_error: 1.8921e-05
Epoch 27/500
1981/1986 [============================>.] - ETA: 0s - loss: 2.4286e-05 - mean_squared_error: 2.4286e-05
Epoch 00027: loss improved from 0.00002 to 0.00002, saving model to ./model_LSTM/72\27-0.0000.hdf5
1986/1986 [==============================] - 10s 5ms/step - loss: 2.4261e-05 - mean_squared_error: 2.4261e-05 - val_loss: 1.6965e-05 - val_mean_squared_error: 1.6965e-05
Epoch 28/500
1983/1986 [============================>.] - ETA: 0s - loss: 2.4338e-05 - mean_squared_error: 2.4338e-05
Epoch 00028: loss did not improve from 0.00002
1986/1986 [==============================] - 11s 6ms/step - loss: 2.4313e-05 - mean_squared_error: 2.4313e-05 - val_loss: 1.7699e-05 - val_mean_squared_error: 1.7699e-05
Epoch 29/500
1976/1986 [============================>.] - ETA: 0s - loss: 2.4292e-05 - mean_squared_error: 2.4292e-05
Epoch 00029: loss improved from 0.00002 to 0.00002, saving model to ./model_LSTM/72\29-0.0000.hdf5
1986/1986 [==============================] - 12s 6ms/step - loss: 2.4214e-05 - mean_squared_error: 2.4214e-05 - val_loss: 1.9002e-05 - val_mean_squared_error: 1.9002e-05
Epoch 30/500
1982/1986 [============================>.] - ETA: 0s - loss: 2.3794e-05 - mean_squared_error: 2.3794e-05
Epoch 00030: loss improved from 0.00002 to 0.00002, saving model to ./model_LSTM/72\30-0.0000.hdf5
1986/1986 [==============================] - 11s 6ms/step - loss: 2.3759e-05 - mean_squared_error: 2.3759e-05 - val_loss: 1.8168e-05 - val_mean_squared_error: 1.8168e-05
Epoch 31/500
1986/1986 [==============================] - ETA: 0s - loss: 2.3932e-05 - mean_squared_error: 2.3932e-05
Epoch 00031: loss did not improve from 0.00002
1986/1986 [==============================] - 12s 6ms/step - loss: 2.3932e-05 - mean_squared_error: 2.3932e-05 - val_loss: 4.2702e-05 - val_mean_squared_error: 4.2702e-05
Epoch 32/500
1980/1986 [============================>.] - ETA: 0s - loss: 2.3770e-05 - mean_squared_error: 2.3770e-05
Epoch 00032: loss improved from 0.00002 to 0.00002, saving model to ./model_LSTM/72\32-0.0000.hdf5
1986/1986 [==============================] - 15s 7ms/step - loss: 2.3730e-05 - mean_squared_error: 2.3730e-05 - val_loss: 1.6182e-05 - val_mean_squared_error: 1.6182e-05
Epoch 33/500
1985/1986 [============================>.] - ETA: 0s - loss: 2.4615e-05 - mean_squared_error: 2.4615e-05
Epoch 00033: loss did not improve from 0.00002
1986/1986 [==============================] - 21s 11ms/step - loss: 2.4614e-05 - mean_squared_error: 2.4614e-05 - val_loss: 1.5650e-05 - val_mean_squared_error: 1.5650e-05
Epoch 34/500
1986/1986 [==============================] - ETA: 0s - loss: 2.3605e-05 - mean_squared_error: 2.3605e-05
Epoch 00034: loss improved from 0.00002 to 0.00002, saving model to ./model_LSTM/72\34-0.0000.hdf5
1986/1986 [==============================] - 21s 10ms/step - loss: 2.3605e-05 - mean_squared_error: 2.3605e-05 - val_loss: 1.6553e-05 - val_mean_squared_error: 1.6553e-05
Epoch 35/500
1985/1986 [============================>.] - ETA: 0s - loss: 2.3807e-05 - mean_squared_error: 2.3807e-05
Epoch 00035: loss did not improve from 0.00002
1986/1986 [==============================] - 14s 7ms/step - loss: 2.3806e-05 - mean_squared_error: 2.3806e-05 - val_loss: 2.1059e-05 - val_mean_squared_error: 2.1059e-05
Epoch 36/500
1981/1986 [============================>.] - ETA: 0s - loss: 2.3581e-05 - mean_squared_error: 2.3581e-05
Epoch 00036: loss improved from 0.00002 to 0.00002, saving model to ./model_LSTM/72\36-0.0000.hdf5
1986/1986 [==============================] - 16s 8ms/step - loss: 2.3539e-05 - mean_squared_error: 2.3539e-05 - val_loss: 1.7877e-05 - val_mean_squared_error: 1.7877e-05
Epoch 37/500
1980/1986 [============================>.] - ETA: 0s - loss: 2.3716e-05 - mean_squared_error: 2.3716e-05
Epoch 00037: loss did not improve from 0.00002
1986/1986 [==============================] - 15s 8ms/step - loss: 2.3679e-05 - mean_squared_error: 2.3679e-05 - val_loss: 1.7747e-05 - val_mean_squared_error: 1.7747e-05
Epoch 38/500
1983/1986 [============================>.] - ETA: 0s - loss: 2.4331e-05 - mean_squared_error: 2.4331e-05
Epoch 00038: loss did not improve from 0.00002
1986/1986 [==============================] - 13s 6ms/step - loss: 2.4307e-05 - mean_squared_error: 2.4307e-05 - val_loss: 1.8090e-05 - val_mean_squared_error: 1.8090e-05
Epoch 39/500
1984/1986 [============================>.] - ETA: 0s - loss: 2.6106e-05 - mean_squared_error: 2.6106e-05
Epoch 00039: loss did not improve from 0.00002
1986/1986 [==============================] - 10s 5ms/step - loss: 2.6134e-05 - mean_squared_error: 2.6134e-05 - val_loss: 2.5469e-05 - val_mean_squared_error: 2.5469e-05
Epoch 40/500
1976/1986 [============================>.] - ETA: 0s - loss: 2.2786e-05 - mean_squared_error: 2.2786e-05
Epoch 00040: loss improved from 0.00002 to 0.00002, saving model to ./model_LSTM/72\40-0.0000.hdf5
1986/1986 [==============================] - 12s 6ms/step - loss: 2.2706e-05 - mean_squared_error: 2.2706e-05 - val_loss: 2.2605e-05 - val_mean_squared_error: 2.2605e-05
Epoch 41/500
1984/1986 [============================>.] - ETA: 0s - loss: 2.3381e-05 - mean_squared_error: 2.3381e-05
Epoch 00041: loss did not improve from 0.00002
1986/1986 [==============================] - 11s 6ms/step - loss: 2.3368e-05 - mean_squared_error: 2.3368e-05 - val_loss: 2.0078e-05 - val_mean_squared_error: 2.0078e-05
Epoch 42/500
1979/1986 [============================>.] - ETA: 0s - loss: 2.3018e-05 - mean_squared_error: 2.3018e-05
Epoch 00042: loss did not improve from 0.00002
1986/1986 [==============================] - 12s 6ms/step - loss: 2.3275e-05 - mean_squared_error: 2.3275e-05 - val_loss: 1.7486e-05 - val_mean_squared_error: 1.7486e-05
Epoch 43/500
1981/1986 [============================>.] - ETA: 0s - loss: 2.3346e-05 - mean_squared_error: 2.3346e-05
Epoch 00043: loss did not improve from 0.00002
1986/1986 [==============================] - 14s 7ms/step - loss: 2.3317e-05 - mean_squared_error: 2.3317e-05 - val_loss: 1.7921e-05 - val_mean_squared_error: 1.7921e-05
Epoch 44/500
1985/1986 [============================>.] - ETA: 0s - loss: 2.2800e-05 - mean_squared_error: 2.2800e-05
Epoch 00044: loss did not improve from 0.00002
1986/1986 [==============================] - 15s 8ms/step - loss: 2.2798e-05 - mean_squared_error: 2.2798e-05 - val_loss: 3.3570e-05 - val_mean_squared_error: 3.3570e-05
Epoch 45/500
1979/1986 [============================>.] - ETA: 0s - loss: 2.2974e-05 - mean_squared_error: 2.2974e-05
Epoch 00045: loss did not improve from 0.00002
1986/1986 [==============================] - 14s 7ms/step - loss: 2.2960e-05 - mean_squared_error: 2.2960e-05 - val_loss: 1.8144e-05 - val_mean_squared_error: 1.8144e-05
Epoch 00045: early stopping
Epoch 1/500
2223/2225 [============================>.] - ETA: 0s - loss: 1.3889e-04 - mean_squared_error: 1.3889e-04
Epoch 00001: loss improved from inf to 0.00014, saving model to ./model_LSTM/73\01-0.0001.hdf5
2225/2225 [==============================] - 15s 7ms/step - loss: 1.3887e-04 - mean_squared_error: 1.3887e-04 - val_loss: 7.2920e-05 - val_mean_squared_error: 7.2920e-05
Epoch 2/500
2220/2225 [============================>.] - ETA: 0s - loss: 1.0977e-04 - mean_squared_error: 1.0977e-04
Epoch 00002: loss improved from 0.00014 to 0.00011, saving model to ./model_LSTM/73\02-0.0001.hdf5
2225/2225 [==============================] - 13s 6ms/step - loss: 1.0971e-04 - mean_squared_error: 1.0971e-04 - val_loss: 6.8593e-05 - val_mean_squared_error: 6.8593e-05
Epoch 3/500
2220/2225 [============================>.] - ETA: 0s - loss: 1.0165e-04 - mean_squared_error: 1.0165e- - ETA: 0s - loss: 1.0156e-04 - mean_squared_error: 1.0156e-04
Epoch 00003: loss improved from 0.00011 to 0.00010, saving model to ./model_LSTM/73\03-0.0001.hdf5
2225/2225 [==============================] - 15s 7ms/step - loss: 1.0144e-04 - mean_squared_error: 1.0144e-04 - val_loss: 6.8115e-05 - val_mean_squared_error: 6.8115e-05
Epoch 4/500
2216/2225 [============================>.] - ETA: 0s - loss: 9.5625e-05 - mean_squared_error: 9.5625e-05
Epoch 00004: loss improved from 0.00010 to 0.00010, saving model to ./model_LSTM/73\04-0.0001.hdf5
2225/2225 [==============================] - 17s 8ms/step - loss: 9.5768e-05 - mean_squared_error: 9.5768e-05 - val_loss: 6.5358e-05 - val_mean_squared_error: 6.5358e-05
Epoch 5/500
2222/2225 [============================>.] - ETA: 0s - loss: 9.1123e-05 - mean_squared_error: 9.1123e-05
Epoch 00005: loss improved from 0.00010 to 0.00009, saving model to ./model_LSTM/73\05-0.0001.hdf5
2225/2225 [==============================] - 17s 7ms/step - loss: 9.1124e-05 - mean_squared_error: 9.1124e-05 - val_loss: 6.8379e-05 - val_mean_squared_error: 6.8379e-05
Epoch 6/500
2217/2225 [============================>.] - ETA: 0s - loss: 8.8346e-05 - mean_squared_error: 8.8346e-05
Epoch 00006: loss improved from 0.00009 to 0.00009, saving model to ./model_LSTM/73\06-0.0001.hdf5
2225/2225 [==============================] - 14s 6ms/step - loss: 8.8519e-05 - mean_squared_error: 8.8519e-05 - val_loss: 5.7940e-05 - val_mean_squared_error: 5.7940e-05
Epoch 7/500
2223/2225 [============================>.] - ETA: 0s - loss: 8.6498e-05 - mean_squared_error: 8.6498e-05
Epoch 00007: loss improved from 0.00009 to 0.00009, saving model to ./model_LSTM/73\07-0.0001.hdf5
2225/2225 [==============================] - 17s 7ms/step - loss: 8.6450e-05 - mean_squared_error: 8.6450e-05 - val_loss: 6.1930e-05 - val_mean_squared_error: 6.1930e-05
Epoch 8/500
2216/2225 [============================>.] - ETA: 0s - loss: 8.4837e-05 - mean_squared_error: 8.4837e-05
Epoch 00008: loss improved from 0.00009 to 0.00008, saving model to ./model_LSTM/73\08-0.0001.hdf5
2225/2225 [==============================] - 16s 7ms/step - loss: 8.4796e-05 - mean_squared_error: 8.4796e-05 - val_loss: 5.8735e-05 - val_mean_squared_error: 5.8735e-05
Epoch 9/500
2225/2225 [==============================] - ETA: 0s - loss: 8.3511e-05 - mean_squared_error: 8.3511e-05
Epoch 00009: loss improved from 0.00008 to 0.00008, saving model to ./model_LSTM/73\09-0.0001.hdf5
2225/2225 [==============================] - 14s 6ms/step - loss: 8.3511e-05 - mean_squared_error: 8.3511e-05 - val_loss: 5.9940e-05 - val_mean_squared_error: 5.9940e-05
Epoch 10/500
2214/2225 [============================>.] - ETA: 0s - loss: 8.2340e-05 - mean_squared_error: 8.2340e-05
Epoch 00010: loss improved from 0.00008 to 0.00008, saving model to ./model_LSTM/73\10-0.0001.hdf5
2225/2225 [==============================] - 14s 6ms/step - loss: 8.2458e-05 - mean_squared_error: 8.2458e-05 - val_loss: 5.8447e-05 - val_mean_squared_error: 5.8447e-05
Epoch 11/500
2225/2225 [==============================] - ETA: 0s - loss: 8.2592e-05 - mean_squared_error: 8.2592e-05
Epoch 00011: loss did not improve from 0.00008
2225/2225 [==============================] - 12s 5ms/step - loss: 8.2592e-05 - mean_squared_error: 8.2592e-05 - val_loss: 5.5953e-05 - val_mean_squared_error: 5.5953e-05
Epoch 12/500
2218/2225 [============================>.] - ETA: 0s - loss: 8.1073e-05 - mean_squared_error: 8.1073e-05
Epoch 00012: loss improved from 0.00008 to 0.00008, saving model to ./model_LSTM/73\12-0.0001.hdf5
2225/2225 [==============================] - 11s 5ms/step - loss: 8.1042e-05 - mean_squared_error: 8.1042e-05 - val_loss: 5.7482e-05 - val_mean_squared_error: 5.7482e-05
Epoch 13/500
2225/2225 [==============================] - ETA: 0s - loss: 8.0818e-05 - mean_squared_error: 8.0818e-05
Epoch 00013: loss improved from 0.00008 to 0.00008, saving model to ./model_LSTM/73\13-0.0001.hdf5
2225/2225 [==============================] - 13s 6ms/step - loss: 8.0818e-05 - mean_squared_error: 8.0818e-05 - val_loss: 5.5795e-05 - val_mean_squared_error: 5.5795e-05
Epoch 14/500
2225/2225 [==============================] - ETA: 0s - loss: 8.0974e-05 - mean_squared_error: 8.0974e-05
Epoch 00014: loss did not improve from 0.00008
2225/2225 [==============================] - 11s 5ms/step - loss: 8.0974e-05 - mean_squared_error: 8.0974e-05 - val_loss: 5.4080e-05 - val_mean_squared_error: 5.4080e-05
Epoch 15/500
2223/2225 [============================>.] - ETA: 0s - loss: 7.9910e-05 - mean_squared_error: 7.9910e-05
Epoch 00015: loss improved from 0.00008 to 0.00008, saving model to ./model_LSTM/73\15-0.0001.hdf5
2225/2225 [==============================] - 14s 6ms/step - loss: 7.9874e-05 - mean_squared_error: 7.9874e-05 - val_loss: 6.7129e-05 - val_mean_squared_error: 6.7129e-05
Epoch 16/500
2225/2225 [==============================] - ETA: 0s - loss: 7.9178e-05 - mean_squared_error: 7.9178e-05
Epoch 00016: loss improved from 0.00008 to 0.00008, saving model to ./model_LSTM/73\16-0.0001.hdf5
2225/2225 [==============================] - 12s 6ms/step - loss: 7.9178e-05 - mean_squared_error: 7.9178e-05 - val_loss: 5.3451e-05 - val_mean_squared_error: 5.3451e-05
Epoch 17/500
2223/2225 [============================>.] - ETA: 0s - loss: 7.8847e-05 - mean_squared_error: 7.8847e-05
Epoch 00017: loss improved from 0.00008 to 0.00008, saving model to ./model_LSTM/73\17-0.0001.hdf5
2225/2225 [==============================] - 13s 6ms/step - loss: 7.8897e-05 - mean_squared_error: 7.8897e-05 - val_loss: 5.5559e-05 - val_mean_squared_error: 5.5559e-05
Epoch 18/500
2223/2225 [============================>.] - ETA: 0s - loss: 7.8737e-05 - mean_squared_error: 7.8737e-05
Epoch 00018: loss improved from 0.00008 to 0.00008, saving model to ./model_LSTM/73\18-0.0001.hdf5
2225/2225 [==============================] - 14s 6ms/step - loss: 7.8722e-05 - mean_squared_error: 7.8722e-05 - val_loss: 5.4932e-05 - val_mean_squared_error: 5.4932e-05
Epoch 19/500
2223/2225 [============================>.] - ETA: 0s - loss: 7.8639e-05 - mean_squared_error: 7.8639e-05 ETA: 0s - loss: 7.8
Epoch 00019: loss improved from 0.00008 to 0.00008, saving model to ./model_LSTM/73\19-0.0001.hdf5
2225/2225 [==============================] - 18s 8ms/step - loss: 7.8627e-05 - mean_squared_error: 7.8627e-05 - val_loss: 5.5300e-05 - val_mean_squared_error: 5.5300e-05
Epoch 20/500
2220/2225 [============================>.] - ETA: 0s - loss: 7.8055e-05 - mean_squared_error: 7.8055e-05
Epoch 00020: loss improved from 0.00008 to 0.00008, saving model to ./model_LSTM/73\20-0.0001.hdf5
2225/2225 [==============================] - 15s 7ms/step - loss: 7.8099e-05 - mean_squared_error: 7.8099e-05 - val_loss: 5.5451e-05 - val_mean_squared_error: 5.5451e-05
Epoch 21/500
2217/2225 [============================>.] - ETA: 0s - loss: 7.7322e-05 - mean_squared_error: 7.7322e-05
Epoch 00021: loss improved from 0.00008 to 0.00008, saving model to ./model_LSTM/73\21-0.0001.hdf5
2225/2225 [==============================] - 12s 5ms/step - loss: 7.7460e-05 - mean_squared_error: 7.7460e-05 - val_loss: 5.5832e-05 - val_mean_squared_error: 5.5832e-05
Epoch 22/500
2217/2225 [============================>.] - ETA: 0s - loss: 7.7160e-05 - mean_squared_error: 7.7160e-05
Epoch 00022: loss improved from 0.00008 to 0.00008, saving model to ./model_LSTM/73\22-0.0001.hdf5
2225/2225 [==============================] - 11s 5ms/step - loss: 7.7162e-05 - mean_squared_error: 7.7162e-05 - val_loss: 5.2634e-05 - val_mean_squared_error: 5.2634e-05
Epoch 23/500
2220/2225 [============================>.] - ETA: 0s - loss: 7.6749e-05 - mean_squared_error: 7.6749e-05
Epoch 00023: loss improved from 0.00008 to 0.00008, saving model to ./model_LSTM/73\23-0.0001.hdf5
2225/2225 [==============================] - 12s 5ms/step - loss: 7.6695e-05 - mean_squared_error: 7.6695e-05 - val_loss: 5.0677e-05 - val_mean_squared_error: 5.0677e-05
Epoch 24/500
2222/2225 [============================>.] - ETA: 0s - loss: 7.6420e-05 - mean_squared_error: 7.6420e-05
Epoch 00024: loss improved from 0.00008 to 0.00008, saving model to ./model_LSTM/73\24-0.0001.hdf5
2225/2225 [==============================] - 13s 6ms/step - loss: 7.6403e-05 - mean_squared_error: 7.6403e-05 - val_loss: 5.6200e-05 - val_mean_squared_error: 5.6200e-05
Epoch 25/500
2215/2225 [============================>.] - ETA: 0s - loss: 7.6730e-05 - mean_squared_error: 7.6730e-05
Epoch 00025: loss did not improve from 0.00008
2225/2225 [==============================] - 12s 6ms/step - loss: 7.6686e-05 - mean_squared_error: 7.6686e-05 - val_loss: 5.2829e-05 - val_mean_squared_error: 5.2829e-05
Epoch 26/500
2218/2225 [============================>.] - ETA: 0s - loss: 7.6273e-05 - mean_squared_error: 7.6273e-05
Epoch 00026: loss improved from 0.00008 to 0.00008, saving model to ./model_LSTM/73\26-0.0001.hdf5
2225/2225 [==============================] - 13s 6ms/step - loss: 7.6359e-05 - mean_squared_error: 7.6359e-05 - val_loss: 5.6141e-05 - val_mean_squared_error: 5.6141e-05
Epoch 27/500
2224/2225 [============================>.] - ETA: 0s - loss: 7.5643e-05 - mean_squared_error: 7.5643e-05
Epoch 00027: loss improved from 0.00008 to 0.00008, saving model to ./model_LSTM/73\27-0.0001.hdf5
2225/2225 [==============================] - 12s 6ms/step - loss: 7.5679e-05 - mean_squared_error: 7.5679e-05 - val_loss: 5.2421e-05 - val_mean_squared_error: 5.2421e-05
Epoch 28/500
2225/2225 [==============================] - ETA: 0s - loss: 7.5790e-05 - mean_squared_error: 7.5790e-05
Epoch 00028: loss did not improve from 0.00008
2225/2225 [==============================] - 13s 6ms/step - loss: 7.5790e-05 - mean_squared_error: 7.5790e-05 - val_loss: 6.0923e-05 - val_mean_squared_error: 6.0923e-05
Epoch 29/500
2225/2225 [==============================] - ETA: 0s - loss: 7.5233e-05 - mean_squared_error: 7.5233e-05
Epoch 00029: loss improved from 0.00008 to 0.00008, saving model to ./model_LSTM/73\29-0.0001.hdf5
2225/2225 [==============================] - 13s 6ms/step - loss: 7.5233e-05 - mean_squared_error: 7.5233e-05 - val_loss: 5.7251e-05 - val_mean_squared_error: 5.7251e-05
Epoch 30/500
2224/2225 [============================>.] - ETA: 0s - loss: 7.4850e-05 - mean_squared_error: 7.4850e-05
Epoch 00030: loss improved from 0.00008 to 0.00007, saving model to ./model_LSTM/73\30-0.0001.hdf5
2225/2225 [==============================] - 17s 8ms/step - loss: 7.4835e-05 - mean_squared_error: 7.4835e-05 - val_loss: 5.5539e-05 - val_mean_squared_error: 5.5539e-05
Epoch 31/500
2219/2225 [============================>.] - ETA: 0s - loss: 7.4842e-05 - mean_squared_error: 7.4842e-05
Epoch 00031: loss did not improve from 0.00007
2225/2225 [==============================] - 20s 9ms/step - loss: 7.4899e-05 - mean_squared_error: 7.4899e-05 - val_loss: 5.4840e-05 - val_mean_squared_error: 5.4840e-05
Epoch 32/500
2222/2225 [============================>.] - ETA: 0s - loss: 7.4213e-05 - mean_squared_error: 7.4213e-05
Epoch 00032: loss improved from 0.00007 to 0.00007, saving model to ./model_LSTM/73\32-0.0001.hdf5
2225/2225 [==============================] - 15s 7ms/step - loss: 7.4210e-05 - mean_squared_error: 7.4210e-05 - val_loss: 5.9525e-05 - val_mean_squared_error: 5.9525e-05
Epoch 33/500
2216/2225 [============================>.] - ETA: 0s - loss: 7.4292e-05 - mean_squared_error: 7.4292e-05
Epoch 00033: loss did not improve from 0.00007
2225/2225 [==============================] - 14s 6ms/step - loss: 7.4341e-05 - mean_squared_error: 7.4341e-05 - val_loss: 6.2181e-05 - val_mean_squared_error: 6.2181e-05
Epoch 34/500
2217/2225 [============================>.] - ETA: 0s - loss: 7.4570e-05 - mean_squared_error: 7.4570e-05
Epoch 00034: loss did not improve from 0.00007
2225/2225 [==============================] - 13s 6ms/step - loss: 7.4521e-05 - mean_squared_error: 7.4521e-05 - val_loss: 5.1442e-05 - val_mean_squared_error: 5.1442e-05
Epoch 35/500
2221/2225 [============================>.] - ETA: 0s - loss: 7.3984e-05 - mean_squared_error: 7.3984e-05
Epoch 00035: loss improved from 0.00007 to 0.00007, saving model to ./model_LSTM/73\35-0.0001.hdf5
2225/2225 [==============================] - 11s 5ms/step - loss: 7.4109e-05 - mean_squared_error: 7.4109e-05 - val_loss: 5.1251e-05 - val_mean_squared_error: 5.1251e-05
Epoch 36/500
2224/2225 [============================>.] - ETA: 0s - loss: 7.3458e-05 - mean_squared_error: 7.3458e-05
Epoch 00036: loss improved from 0.00007 to 0.00007, saving model to ./model_LSTM/73\36-0.0001.hdf5
2225/2225 [==============================] - 11s 5ms/step - loss: 7.3458e-05 - mean_squared_error: 7.3458e-05 - val_loss: 5.2259e-05 - val_mean_squared_error: 5.2259e-05
Epoch 37/500
2224/2225 [============================>.] - ETA: 0s - loss: 7.3369e-05 - mean_squared_error: 7.3369e-05
Epoch 00037: loss improved from 0.00007 to 0.00007, saving model to ./model_LSTM/73\37-0.0001.hdf5
2225/2225 [==============================] - 11s 5ms/step - loss: 7.3376e-05 - mean_squared_error: 7.3376e-05 - val_loss: 5.3879e-05 - val_mean_squared_error: 5.3879e-05
Epoch 38/500
2223/2225 [============================>.] - ETA: 0s - loss: 7.3539e-05 - mean_squared_error: 7.3539e-05
Epoch 00038: loss did not improve from 0.00007
2225/2225 [==============================] - 12s 5ms/step - loss: 7.3562e-05 - mean_squared_error: 7.3562e-05 - val_loss: 5.7171e-05 - val_mean_squared_error: 5.7171e-05
Epoch 39/500
2223/2225 [============================>.] - ETA: 0s - loss: 7.3106e-05 - mean_squared_error: 7.3106e-05
Epoch 00039: loss improved from 0.00007 to 0.00007, saving model to ./model_LSTM/73\39-0.0001.hdf5
2225/2225 [==============================] - 12s 6ms/step - loss: 7.3122e-05 - mean_squared_error: 7.3122e-05 - val_loss: 5.0442e-05 - val_mean_squared_error: 5.0442e-05
Epoch 40/500
2224/2225 [============================>.] - ETA: 0s - loss: 7.2654e-05 - mean_squared_error: 7.2654e-05
Epoch 00040: loss improved from 0.00007 to 0.00007, saving model to ./model_LSTM/73\40-0.0001.hdf5
2225/2225 [==============================] - 13s 6ms/step - loss: 7.2677e-05 - mean_squared_error: 7.2677e-05 - val_loss: 6.2018e-05 - val_mean_squared_error: 6.2018e-05
Epoch 41/500
2220/2225 [============================>.] - ETA: 0s - loss: 7.2682e-05 - mean_squared_error: 7.2682e-05
Epoch 00041: loss did not improve from 0.00007
2225/2225 [==============================] - 14s 6ms/step - loss: 7.3172e-05 - mean_squared_error: 7.3172e-05 - val_loss: 5.9129e-05 - val_mean_squared_error: 5.9129e-05
Epoch 42/500
2221/2225 [============================>.] - ETA: 0s - loss: 7.3063e-05 - mean_squared_error: 7.3063e-05
Epoch 00042: loss did not improve from 0.00007
2225/2225 [==============================] - 14s 6ms/step - loss: 7.3037e-05 - mean_squared_error: 7.3037e-05 - val_loss: 5.2691e-05 - val_mean_squared_error: 5.2691e-05
Epoch 43/500
2219/2225 [============================>.] - ETA: 0s - loss: 7.2782e-05 - mean_squared_error: 7.2782e-05
Epoch 00043: loss did not improve from 0.00007
2225/2225 [==============================] - 12s 5ms/step - loss: 7.2740e-05 - mean_squared_error: 7.2740e-05 - val_loss: 6.0431e-05 - val_mean_squared_error: 6.0431e-05
Epoch 44/500
2219/2225 [============================>.] - ETA: 0s - loss: 7.2374e-05 - mean_squared_error: 7.2374e-05
Epoch 00044: loss improved from 0.00007 to 0.00007, saving model to ./model_LSTM/73\44-0.0001.hdf5
2225/2225 [==============================] - 11s 5ms/step - loss: 7.2322e-05 - mean_squared_error: 7.2322e-05 - val_loss: 6.7023e-05 - val_mean_squared_error: 6.7023e-05
Epoch 45/500
2220/2225 [============================>.] - ETA: 0s - loss: 7.2474e-05 - mean_squared_error: 7.2474e-05
Epoch 00045: loss did not improve from 0.00007
2225/2225 [==============================] - 11s 5ms/step - loss: 7.2520e-05 - mean_squared_error: 7.2520e-05 - val_loss: 6.1370e-05 - val_mean_squared_error: 6.1370e-05
Epoch 46/500
2219/2225 [============================>.] - ETA: 0s - loss: 7.1803e-05 - mean_squared_error: 7.1803e-05
Epoch 00046: loss improved from 0.00007 to 0.00007, saving model to ./model_LSTM/73\46-0.0001.hdf5
2225/2225 [==============================] - 11s 5ms/step - loss: 7.1771e-05 - mean_squared_error: 7.1771e-05 - val_loss: 5.7150e-05 - val_mean_squared_error: 5.7150e-05
Epoch 47/500
2224/2225 [============================>.] - ETA: 0s - loss: 7.2059e-05 - mean_squared_error: 7.2059e-05
Epoch 00047: loss did not improve from 0.00007
2225/2225 [==============================] - 11s 5ms/step - loss: 7.2042e-05 - mean_squared_error: 7.2042e-05 - val_loss: 5.1878e-05 - val_mean_squared_error: 5.1878e-05
Epoch 48/500
2221/2225 [============================>.] - ETA: 0s - loss: 7.2045e-05 - mean_squared_error: 7.2045e-05
Epoch 00048: loss did not improve from 0.00007
2225/2225 [==============================] - 11s 5ms/step - loss: 7.1977e-05 - mean_squared_error: 7.1977e-05 - val_loss: 4.9590e-05 - val_mean_squared_error: 4.9590e-05
Epoch 49/500
2218/2225 [============================>.] - ETA: 0s - loss: 7.1867e-05 - mean_squared_error: 7.1867e-05
Epoch 00049: loss did not improve from 0.00007
2225/2225 [==============================] - 12s 5ms/step - loss: 7.2023e-05 - mean_squared_error: 7.2023e-05 - val_loss: 5.0105e-05 - val_mean_squared_error: 5.0105e-05
Epoch 50/500
2223/2225 [============================>.] - ETA: 0s - loss: 7.1646e-05 - mean_squared_error: 7.1646e-05
Epoch 00050: loss improved from 0.00007 to 0.00007, saving model to ./model_LSTM/73\50-0.0001.hdf5
2225/2225 [==============================] - 12s 5ms/step - loss: 7.1633e-05 - mean_squared_error: 7.1633e-05 - val_loss: 5.3815e-05 - val_mean_squared_error: 5.3815e-05
Epoch 51/500
2219/2225 [============================>.] - ETA: 0s - loss: 7.1383e-05 - mean_squared_error: 7.1383e-05
Epoch 00051: loss improved from 0.00007 to 0.00007, saving model to ./model_LSTM/73\51-0.0001.hdf5
2225/2225 [==============================] - 13s 6ms/step - loss: 7.1311e-05 - mean_squared_error: 7.1311e-05 - val_loss: 5.5724e-05 - val_mean_squared_error: 5.5724e-05
Epoch 52/500
2217/2225 [============================>.] - ETA: 0s - loss: 7.1466e-05 - mean_squared_error: 7.1466e-05
Epoch 00052: loss did not improve from 0.00007
2225/2225 [==============================] - 13s 6ms/step - loss: 7.1411e-05 - mean_squared_error: 7.1411e-05 - val_loss: 6.0389e-05 - val_mean_squared_error: 6.0389e-05
Epoch 53/500
2218/2225 [============================>.] - ETA: 0s - loss: 7.1603e-05 - mean_squared_error: 7.1603e-05
Epoch 00053: loss did not improve from 0.00007
2225/2225 [==============================] - 15s 7ms/step - loss: 7.1538e-05 - mean_squared_error: 7.1538e-05 - val_loss: 4.8762e-05 - val_mean_squared_error: 4.8762e-05
Epoch 54/500
2222/2225 [============================>.] - ETA: 0s - loss: 7.1342e-05 - mean_squared_error: 7.1342e-05
Epoch 00054: loss did not improve from 0.00007
2225/2225 [==============================] - 18s 8ms/step - loss: 7.1333e-05 - mean_squared_error: 7.1333e-05 - val_loss: 5.0040e-05 - val_mean_squared_error: 5.0040e-05
Epoch 55/500
2221/2225 [============================>.] - ETA: 0s - loss: 7.1509e-05 - mean_squared_error: 7.1509e-05
Epoch 00055: loss did not improve from 0.00007
2225/2225 [==============================] - 13s 6ms/step - loss: 7.1476e-05 - mean_squared_error: 7.1476e-05 - val_loss: 5.0226e-05 - val_mean_squared_error: 5.0226e-05
Epoch 56/500
2215/2225 [============================>.] - ETA: 0s - loss: 7.0881e-05 - mean_squared_error: 7.0881e-05
Epoch 00056: loss improved from 0.00007 to 0.00007, saving model to ./model_LSTM/73\56-0.0001.hdf5
2225/2225 [==============================] - 12s 5ms/step - loss: 7.0798e-05 - mean_squared_error: 7.0798e-05 - val_loss: 5.2731e-05 - val_mean_squared_error: 5.2731e-05
Epoch 57/500
2215/2225 [============================>.] - ETA: 0s - loss: 7.1160e-05 - mean_squared_error: 7.1160e-05
Epoch 00057: loss did not improve from 0.00007
2225/2225 [==============================] - 12s 6ms/step - loss: 7.1076e-05 - mean_squared_error: 7.1076e-05 - val_loss: 5.3534e-05 - val_mean_squared_error: 5.3534e-05
Epoch 58/500
2218/2225 [============================>.] - ETA: 0s - loss: 7.0573e-05 - mean_squared_error: 7.0573e-05
Epoch 00058: loss improved from 0.00007 to 0.00007, saving model to ./model_LSTM/73\58-0.0001.hdf5
2225/2225 [==============================] - 13s 6ms/step - loss: 7.0607e-05 - mean_squared_error: 7.0607e-05 - val_loss: 5.4148e-05 - val_mean_squared_error: 5.4148e-05
Epoch 59/500
2223/2225 [============================>.] - ETA: 0s - loss: 7.0514e-05 - mean_squared_error: 7.0514e-05
Epoch 00059: loss improved from 0.00007 to 0.00007, saving model to ./model_LSTM/73\59-0.0001.hdf5
2225/2225 [==============================] - 13s 6ms/step - loss: 7.0497e-05 - mean_squared_error: 7.0497e-05 - val_loss: 5.3449e-05 - val_mean_squared_error: 5.3449e-05
Epoch 60/500
2216/2225 [============================>.] - ETA: 0s - loss: 7.0469e-05 - mean_squared_error: 7.0469e-05
Epoch 00060: loss improved from 0.00007 to 0.00007, saving model to ./model_LSTM/73\60-0.0001.hdf5
2225/2225 [==============================] - 12s 5ms/step - loss: 7.0445e-05 - mean_squared_error: 7.0445e-05 - val_loss: 6.0090e-05 - val_mean_squared_error: 6.0090e-05
Epoch 61/500
2215/2225 [============================>.] - ETA: 0s - loss: 7.0538e-05 - mean_squared_error: 7.0538e-05
Epoch 00061: loss did not improve from 0.00007
2225/2225 [==============================] - 12s 5ms/step - loss: 7.0479e-05 - mean_squared_error: 7.0479e-05 - val_loss: 5.3355e-05 - val_mean_squared_error: 5.3355e-05
Epoch 62/500
2224/2225 [============================>.] - ETA: 0s - loss: 7.0173e-05 - mean_squared_error: 7.0173e-05
Epoch 00062: loss improved from 0.00007 to 0.00007, saving model to ./model_LSTM/73\62-0.0001.hdf5
2225/2225 [==============================] - 13s 6ms/step - loss: 7.0155e-05 - mean_squared_error: 7.0155e-05 - val_loss: 5.1042e-05 - val_mean_squared_error: 5.1042e-05
Epoch 63/500
2220/2225 [============================>.] - ETA: 0s - loss: 7.0395e-05 - mean_squared_error: 7.0395e-05
Epoch 00063: loss did not improve from 0.00007
2225/2225 [==============================] - 14s 6ms/step - loss: 7.0383e-05 - mean_squared_error: 7.0383e-05 - val_loss: 5.9932e-05 - val_mean_squared_error: 5.9932e-05
Epoch 64/500
2220/2225 [============================>.] - ETA: 0s - loss: 6.9630e-05 - mean_squared_error: 6.9630e-05
Epoch 00064: loss improved from 0.00007 to 0.00007, saving model to ./model_LSTM/73\64-0.0001.hdf5
2225/2225 [==============================] - 15s 7ms/step - loss: 6.9699e-05 - mean_squared_error: 6.9699e-05 - val_loss: 5.0975e-05 - val_mean_squared_error: 5.0975e-05
Epoch 65/500
2218/2225 [============================>.] - ETA: 0s - loss: 7.0203e-05 - mean_squared_error: 7.0203e-05
Epoch 00065: loss did not improve from 0.00007
2225/2225 [==============================] - 16s 7ms/step - loss: 7.0092e-05 - mean_squared_error: 7.0092e-05 - val_loss: 5.3470e-05 - val_mean_squared_error: 5.3470e-05
Epoch 66/500
2223/2225 [============================>.] - ETA: 0s - loss: 6.9841e-05 - mean_squared_error: 6.9841e-05
Epoch 00066: loss did not improve from 0.00007
2225/2225 [==============================] - 14s 6ms/step - loss: 6.9846e-05 - mean_squared_error: 6.9846e-05 - val_loss: 5.3832e-05 - val_mean_squared_error: 5.3832e-05
Epoch 67/500
2223/2225 [============================>.] - ETA: 0s - loss: 6.9601e-05 - mean_squared_error: 6.9601e-05
Epoch 00067: loss improved from 0.00007 to 0.00007, saving model to ./model_LSTM/73\67-0.0000.hdf5
2225/2225 [==============================] - 13s 6ms/step - loss: 6.9639e-05 - mean_squared_error: 6.9639e-05 - val_loss: 4.8333e-05 - val_mean_squared_error: 4.8333e-05
Epoch 68/500
2221/2225 [============================>.] - ETA: 0s - loss: 6.9569e-05 - mean_squared_error: 6.9569e-05
Epoch 00068: loss improved from 0.00007 to 0.00007, saving model to ./model_LSTM/73\68-0.0001.hdf5
2225/2225 [==============================] - 12s 6ms/step - loss: 6.9566e-05 - mean_squared_error: 6.9566e-05 - val_loss: 6.0093e-05 - val_mean_squared_error: 6.0093e-05
Epoch 69/500
2216/2225 [============================>.] - ETA: 0s - loss: 6.9741e-05 - mean_squared_error: 6.9741e-05
Epoch 00069: loss did not improve from 0.00007
2225/2225 [==============================] - 13s 6ms/step - loss: 6.9647e-05 - mean_squared_error: 6.9647e-05 - val_loss: 5.0740e-05 - val_mean_squared_error: 5.0740e-05
Epoch 70/500
2221/2225 [============================>.] - ETA: 0s - loss: 6.9607e-05 - mean_squared_error: 6.9607e-05
Epoch 00070: loss did not improve from 0.00007
2225/2225 [==============================] - 12s 6ms/step - loss: 6.9654e-05 - mean_squared_error: 6.9654e-05 - val_loss: 4.9028e-05 - val_mean_squared_error: 4.9028e-05
Epoch 71/500
2220/2225 [============================>.] - ETA: 0s - loss: 6.9455e-05 - mean_squared_error: 6.9455e-05
Epoch 00071: loss improved from 0.00007 to 0.00007, saving model to ./model_LSTM/73\71-0.0001.hdf5
2225/2225 [==============================] - 11s 5ms/step - loss: 6.9501e-05 - mean_squared_error: 6.9501e-05 - val_loss: 5.2611e-05 - val_mean_squared_error: 5.2611e-05
Epoch 72/500
2221/2225 [============================>.] - ETA: 0s - loss: 6.9413e-05 - mean_squared_error: 6.9413e-05
Epoch 00072: loss improved from 0.00007 to 0.00007, saving model to ./model_LSTM/73\72-0.0001.hdf5
2225/2225 [==============================] - 11s 5ms/step - loss: 6.9353e-05 - mean_squared_error: 6.9353e-05 - val_loss: 5.1587e-05 - val_mean_squared_error: 5.1587e-05
Epoch 73/500
2221/2225 [============================>.] - ETA: 0s - loss: 6.9475e-05 - mean_squared_error: 6.9475e-05
Epoch 00073: loss did not improve from 0.00007
2225/2225 [==============================] - 13s 6ms/step - loss: 6.9488e-05 - mean_squared_error: 6.9488e-05 - val_loss: 5.5048e-05 - val_mean_squared_error: 5.5048e-05
Epoch 74/500
2215/2225 [============================>.] - ETA: 0s - loss: 6.9165e-05 - mean_squared_error: 6.9165e-05
Epoch 00074: loss improved from 0.00007 to 0.00007, saving model to ./model_LSTM/73\74-0.0001.hdf5
2225/2225 [==============================] - 13s 6ms/step - loss: 6.9077e-05 - mean_squared_error: 6.9077e-05 - val_loss: 5.1322e-05 - val_mean_squared_error: 5.1322e-05
Epoch 75/500
2223/2225 [============================>.] - ETA: 0s - loss: 6.9206e-05 - mean_squared_error: 6.9206e-05
Epoch 00075: loss did not improve from 0.00007
2225/2225 [==============================] - 14s 6ms/step - loss: 6.9205e-05 - mean_squared_error: 6.9205e-05 - val_loss: 5.2804e-05 - val_mean_squared_error: 5.2804e-05
Epoch 76/500
2221/2225 [============================>.] - ETA: 0s - loss: 6.8961e-05 - mean_squared_error: 6.8961e-05
Epoch 00076: loss improved from 0.00007 to 0.00007, saving model to ./model_LSTM/73\76-0.0001.hdf5
2225/2225 [==============================] - 18s 8ms/step - loss: 6.8983e-05 - mean_squared_error: 6.8983e-05 - val_loss: 5.3136e-05 - val_mean_squared_error: 5.3136e-05
Epoch 77/500
2218/2225 [============================>.] - ETA: 0s - loss: 6.8995e-05 - mean_squared_error: 6.8995e-05
Epoch 00077: loss improved from 0.00007 to 0.00007, saving model to ./model_LSTM/73\77-0.0001.hdf5
2225/2225 [==============================] - 16s 7ms/step - loss: 6.8911e-05 - mean_squared_error: 6.8911e-05 - val_loss: 5.6446e-05 - val_mean_squared_error: 5.6446e-05
Epoch 78/500
2219/2225 [============================>.] - ETA: 0s - loss: 6.8840e-05 - mean_squared_error: 6.8840e-05
Epoch 00078: loss did not improve from 0.00007
2225/2225 [==============================] - 15s 7ms/step - loss: 6.8938e-05 - mean_squared_error: 6.8938e-05 - val_loss: 4.6548e-05 - val_mean_squared_error: 4.6548e-05
Epoch 79/500
2220/2225 [============================>.] - ETA: 0s - loss: 6.8835e-05 - mean_squared_error: 6.8835e-05
Epoch 00079: loss improved from 0.00007 to 0.00007, saving model to ./model_LSTM/73\79-0.0000.hdf5
2225/2225 [==============================] - 11s 5ms/step - loss: 6.8867e-05 - mean_squared_error: 6.8867e-05 - val_loss: 4.9436e-05 - val_mean_squared_error: 4.9436e-05
Epoch 80/500
2224/2225 [============================>.] - ETA: 0s - loss: 6.8706e-05 - mean_squared_error: 6.8706e-05
Epoch 00080: loss improved from 0.00007 to 0.00007, saving model to ./model_LSTM/73\80-0.0001.hdf5
2225/2225 [==============================] - 12s 6ms/step - loss: 6.8689e-05 - mean_squared_error: 6.8689e-05 - val_loss: 5.8581e-05 - val_mean_squared_error: 5.8581e-05
Epoch 81/500
2225/2225 [==============================] - ETA: 0s - loss: 6.8608e-05 - mean_squared_error: 6.8608e-05
Epoch 00081: loss improved from 0.00007 to 0.00007, saving model to ./model_LSTM/73\81-0.0000.hdf5
2225/2225 [==============================] - 12s 5ms/step - loss: 6.8608e-05 - mean_squared_error: 6.8608e-05 - val_loss: 4.8794e-05 - val_mean_squared_error: 4.8794e-05
Epoch 82/500
2216/2225 [============================>.] - ETA: 0s - loss: 6.8592e-05 - mean_squared_error: 6.8592e-05
Epoch 00082: loss improved from 0.00007 to 0.00007, saving model to ./model_LSTM/73\82-0.0001.hdf5
2225/2225 [==============================] - 12s 5ms/step - loss: 6.8565e-05 - mean_squared_error: 6.8565e-05 - val_loss: 6.0473e-05 - val_mean_squared_error: 6.0473e-05
Epoch 83/500
2224/2225 [============================>.] - ETA: 0s - loss: 6.8776e-05 - mean_squared_error: 6.8776e-05
Epoch 00083: loss did not improve from 0.00007
2225/2225 [==============================] - 14s 6ms/step - loss: 6.8777e-05 - mean_squared_error: 6.8777e-05 - val_loss: 5.1301e-05 - val_mean_squared_error: 5.1301e-05
Epoch 84/500
2217/2225 [============================>.] - ETA: 0s - loss: 6.7962e-05 - mean_squared_error: 6.7962e-05
Epoch 00084: loss improved from 0.00007 to 0.00007, saving model to ./model_LSTM/73\84-0.0000.hdf5
2225/2225 [==============================] - 14s 6ms/step - loss: 6.8123e-05 - mean_squared_error: 6.8123e-05 - val_loss: 4.8349e-05 - val_mean_squared_error: 4.8349e-05
Epoch 85/500
2224/2225 [============================>.] - ETA: 0s - loss: 6.8877e-05 - mean_squared_error: 6.8877e-05
Epoch 00085: loss did not improve from 0.00007
2225/2225 [==============================] - 14s 6ms/step - loss: 6.8863e-05 - mean_squared_error: 6.8863e-05 - val_loss: 5.1119e-05 - val_mean_squared_error: 5.1119e-05
Epoch 86/500
2224/2225 [============================>.] - ETA: 0s - loss: 6.8235e-05 - mean_squared_error: 6.8235e-05 ETA: 0s - loss: 6.8436e-05 - mean_squared_error: 6.84
Epoch 00086: loss did not improve from 0.00007
2225/2225 [==============================] - 15s 7ms/step - loss: 6.8230e-05 - mean_squared_error: 6.8230e-05 - val_loss: 5.3509e-05 - val_mean_squared_error: 5.3509e-05
Epoch 87/500
2217/2225 [============================>.] - ETA: 0s - loss: 6.8266e-05 - mean_squared_error: 6.8266e-05
Epoch 00087: loss did not improve from 0.00007
2225/2225 [==============================] - 15s 7ms/step - loss: 6.8348e-05 - mean_squared_error: 6.8348e-05 - val_loss: 5.2600e-05 - val_mean_squared_error: 5.2600e-05
Epoch 88/500
2219/2225 [============================>.] - ETA: 0s - loss: 6.8240e-05 - mean_squared_error: 6.8240e-05
Epoch 00088: loss did not improve from 0.00007
2225/2225 [==============================] - 13s 6ms/step - loss: 6.8302e-05 - mean_squared_error: 6.8302e-05 - val_loss: 6.1596e-05 - val_mean_squared_error: 6.1596e-05
Epoch 89/500
2224/2225 [============================>.] - ETA: 0s - loss: 6.8426e-05 - mean_squared_error: 6.8426e-05
Epoch 00089: loss did not improve from 0.00007
2225/2225 [==============================] - 13s 6ms/step - loss: 6.8411e-05 - mean_squared_error: 6.8411e-05 - val_loss: 5.6121e-05 - val_mean_squared_error: 5.6121e-05
Epoch 00089: early stopping
Epoch 1/500
2181/2186 [============================>.] - ETA: 0s - loss: 1.3057e-05 - mean_squared_error: 1.3057e-05
Epoch 00001: loss improved from inf to 0.00001, saving model to ./model_LSTM/74\01-0.0000.hdf5
2186/2186 [==============================] - 13s 6ms/step - loss: 1.3050e-05 - mean_squared_error: 1.3050e-05 - val_loss: 3.5253e-06 - val_mean_squared_error: 3.5253e-06
Epoch 2/500
2183/2186 [============================>.] - ETA: 0s - loss: 1.2287e-05 - mean_squared_error: 1.2287e-05
Epoch 00002: loss improved from 0.00001 to 0.00001, saving model to ./model_LSTM/74\02-0.0000.hdf5
2186/2186 [==============================] - 12s 5ms/step - loss: 1.2283e-05 - mean_squared_error: 1.2283e-05 - val_loss: 3.0058e-06 - val_mean_squared_error: 3.0058e-06
Epoch 3/500
2182/2186 [============================>.] - ETA: 0s - loss: 1.2068e-05 - mean_squared_error: 1.2068e-05
Epoch 00003: loss improved from 0.00001 to 0.00001, saving model to ./model_LSTM/74\03-0.0000.hdf5
2186/2186 [==============================] - 12s 5ms/step - loss: 1.2059e-05 - mean_squared_error: 1.2059e-05 - val_loss: 3.4083e-06 - val_mean_squared_error: 3.4083e-06
Epoch 4/500
2182/2186 [============================>.] - ETA: 0s - loss: 1.1776e-05 - mean_squared_error: 1.1776e-05
Epoch 00004: loss improved from 0.00001 to 0.00001, saving model to ./model_LSTM/74\04-0.0000.hdf5
2186/2186 [==============================] - 13s 6ms/step - loss: 1.1770e-05 - mean_squared_error: 1.1770e-05 - val_loss: 2.7446e-06 - val_mean_squared_error: 2.7446e-06
Epoch 5/500
2180/2186 [============================>.] - ETA: 0s - loss: 1.1570e-05 - mean_squared_error: 1.1570e-05
Epoch 00005: loss improved from 0.00001 to 0.00001, saving model to ./model_LSTM/74\05-0.0000.hdf5
2186/2186 [==============================] - 12s 5ms/step - loss: 1.1589e-05 - mean_squared_error: 1.1589e-05 - val_loss: 3.6778e-06 - val_mean_squared_error: 3.6778e-06
Epoch 6/500
2186/2186 [==============================] - ETA: 0s - loss: 1.1433e-05 - mean_squared_error: 1.1433e-05
Epoch 00006: loss improved from 0.00001 to 0.00001, saving model to ./model_LSTM/74\06-0.0000.hdf5
2186/2186 [==============================] - 12s 5ms/step - loss: 1.1433e-05 - mean_squared_error: 1.1433e-05 - val_loss: 3.0614e-06 - val_mean_squared_error: 3.0614e-06
Epoch 7/500
2186/2186 [==============================] - ETA: 0s - loss: 1.1502e-05 - mean_squared_error: 1.1502e-05
Epoch 00007: loss did not improve from 0.00001
2186/2186 [==============================] - 13s 6ms/step - loss: 1.1502e-05 - mean_squared_error: 1.1502e-05 - val_loss: 4.5585e-06 - val_mean_squared_error: 4.5585e-06
Epoch 8/500
2180/2186 [============================>.] - ETA: 0s - loss: 1.1087e-05 - mean_squared_error: 1.1087e-05
Epoch 00008: loss improved from 0.00001 to 0.00001, saving model to ./model_LSTM/74\08-0.0000.hdf5
2186/2186 [==============================] - 13s 6ms/step - loss: 1.1075e-05 - mean_squared_error: 1.1075e-05 - val_loss: 2.6746e-06 - val_mean_squared_error: 2.6746e-06
Epoch 9/500
2185/2186 [============================>.] - ETA: 0s - loss: 1.1194e-05 - mean_squared_error: 1.1194e-05
Epoch 00009: loss did not improve from 0.00001
2186/2186 [==============================] - 16s 7ms/step - loss: 1.1191e-05 - mean_squared_error: 1.1191e-05 - val_loss: 2.8109e-06 - val_mean_squared_error: 2.8109e-06
Epoch 10/500
2185/2186 [============================>.] - ETA: 0s - loss: 1.1132e-05 - mean_squared_error: 1.1132e-05
Epoch 00010: loss did not improve from 0.00001
2186/2186 [==============================] - 14s 6ms/step - loss: 1.1133e-05 - mean_squared_error: 1.1133e-05 - val_loss: 4.3841e-06 - val_mean_squared_error: 4.3841e-06
Epoch 11/500
2179/2186 [============================>.] - ETA: 0s - loss: 1.0827e-05 - mean_squared_error: 1.0827e-05
Epoch 00011: loss improved from 0.00001 to 0.00001, saving model to ./model_LSTM/74\11-0.0000.hdf5
2186/2186 [==============================] - 14s 6ms/step - loss: 1.0827e-05 - mean_squared_error: 1.0827e-05 - val_loss: 2.7318e-06 - val_mean_squared_error: 2.7318e-06
Epoch 12/500
2184/2186 [============================>.] - ETA: 0s - loss: 1.1084e-05 - mean_squared_error: 1.1084e-05
Epoch 00012: loss did not improve from 0.00001
2186/2186 [==============================] - 11s 5ms/step - loss: 1.1078e-05 - mean_squared_error: 1.1078e-05 - val_loss: 2.9503e-06 - val_mean_squared_error: 2.9503e-06
Epoch 13/500
2186/2186 [==============================] - ETA: 0s - loss: 1.0821e-05 - mean_squared_error: 1.0821e-05 ETA: 0s - loss: 1.0865e-05 - mean
Epoch 00013: loss improved from 0.00001 to 0.00001, saving model to ./model_LSTM/74\13-0.0000.hdf5
2186/2186 [==============================] - 12s 5ms/step - loss: 1.0821e-05 - mean_squared_error: 1.0821e-05 - val_loss: 3.5668e-06 - val_mean_squared_error: 3.5668e-06
Epoch 14/500
2184/2186 [============================>.] - ETA: 0s - loss: 1.1039e-05 - mean_squared_error: 1.1039e-05
Epoch 00014: loss did not improve from 0.00001
2186/2186 [==============================] - 13s 6ms/step - loss: 1.1032e-05 - mean_squared_error: 1.1032e-05 - val_loss: 3.8133e-06 - val_mean_squared_error: 3.8133e-06
Epoch 15/500
2184/2186 [============================>.] - ETA: 0s - loss: 1.0878e-05 - mean_squared_error: 1.0878e-05
Epoch 00015: loss did not improve from 0.00001
2186/2186 [==============================] - 15s 7ms/step - loss: 1.0870e-05 - mean_squared_error: 1.0870e-05 - val_loss: 3.0198e-06 - val_mean_squared_error: 3.0198e-06
Epoch 16/500
2180/2186 [============================>.] - ETA: 0s - loss: 1.0864e-05 - mean_squared_error: 1.0864e-05
Epoch 00016: loss did not improve from 0.00001
2186/2186 [==============================] - 17s 8ms/step - loss: 1.0859e-05 - mean_squared_error: 1.0859e-05 - val_loss: 2.7100e-06 - val_mean_squared_error: 2.7100e-06
Epoch 17/500
2180/2186 [============================>.] - ETA: 0s - loss: 1.0823e-05 - mean_squared_error: 1.0823e-05
Epoch 00017: loss did not improve from 0.00001
2186/2186 [==============================] - 15s 7ms/step - loss: 1.0826e-05 - mean_squared_error: 1.0826e-05 - val_loss: 2.5867e-06 - val_mean_squared_error: 2.5867e-06
Epoch 18/500
2180/2186 [============================>.] - ETA: 0s - loss: 1.0893e-05 - mean_squared_error: 1.0893e-05
Epoch 00018: loss did not improve from 0.00001
2186/2186 [==============================] - 16s 7ms/step - loss: 1.0913e-05 - mean_squared_error: 1.0913e-05 - val_loss: 6.0589e-06 - val_mean_squared_error: 6.0589e-06
Epoch 00018: early stopping
Epoch 1/500
2161/2169 [============================>.] - ETA: 0s - loss: 3.3349e-04 - mean_squared_error: 3.3349e-04
Epoch 00001: loss improved from inf to 0.00033, saving model to ./model_LSTM/75\01-0.0002.hdf5
2169/2169 [==============================] - 19s 9ms/step - loss: 3.3433e-04 - mean_squared_error: 3.3433e-04 - val_loss: 2.1333e-04 - val_mean_squared_error: 2.1333e-04
Epoch 2/500
2160/2169 [============================>.] - ETA: 0s - loss: 2.9732e-04 - mean_squared_error: 2.9732e-04
Epoch 00002: loss improved from 0.00033 to 0.00030, saving model to ./model_LSTM/75\02-0.0002.hdf5
2169/2169 [==============================] - 15s 7ms/step - loss: 2.9734e-04 - mean_squared_error: 2.9734e-04 - val_loss: 2.0651e-04 - val_mean_squared_error: 2.0651e-04
Epoch 3/500
2162/2169 [============================>.] - ETA: 0s - loss: 2.8708e-04 - mean_squared_error: 2.8708e-04
Epoch 00003: loss improved from 0.00030 to 0.00029, saving model to ./model_LSTM/75\03-0.0002.hdf5
2169/2169 [==============================] - 12s 6ms/step - loss: 2.8684e-04 - mean_squared_error: 2.8684e-04 - val_loss: 1.9307e-04 - val_mean_squared_error: 1.9307e-04
Epoch 4/500
2165/2169 [============================>.] - ETA: 0s - loss: 2.8102e-04 - mean_squared_error: 2.8102e-04
Epoch 00004: loss improved from 0.00029 to 0.00028, saving model to ./model_LSTM/75\04-0.0002.hdf5
2169/2169 [==============================] - 12s 6ms/step - loss: 2.8067e-04 - mean_squared_error: 2.8067e-04 - val_loss: 2.0031e-04 - val_mean_squared_error: 2.0031e-04
Epoch 5/500
2165/2169 [============================>.] - ETA: 0s - loss: 2.7861e-04 - mean_squared_error: 2.7861e-04
Epoch 00005: loss improved from 0.00028 to 0.00028, saving model to ./model_LSTM/75\05-0.0002.hdf5
2169/2169 [==============================] - 12s 5ms/step - loss: 2.7828e-04 - mean_squared_error: 2.7828e-04 - val_loss: 2.0155e-04 - val_mean_squared_error: 2.0155e-04
Epoch 6/500
2168/2169 [============================>.] - ETA: 0s - loss: 2.7997e-04 - mean_squared_error: 2.7997e-04
Epoch 00006: loss did not improve from 0.00028
2169/2169 [==============================] - 12s 5ms/step - loss: 2.7993e-04 - mean_squared_error: 2.7993e-04 - val_loss: 2.0530e-04 - val_mean_squared_error: 2.0530e-04
Epoch 7/500
2162/2169 [============================>.] - ETA: 0s - loss: 2.7872e-04 - mean_squared_error: 2.7872e-04
Epoch 00007: loss did not improve from 0.00028
2169/2169 [==============================] - 14s 6ms/step - loss: 2.7871e-04 - mean_squared_error: 2.7871e-04 - val_loss: 1.9125e-04 - val_mean_squared_error: 1.9125e-04
Epoch 8/500
2164/2169 [============================>.] - ETA: 0s - loss: 2.7041e-04 - mean_squared_error: 2.7041e-04
Epoch 00008: loss improved from 0.00028 to 0.00027, saving model to ./model_LSTM/75\08-0.0002.hdf5
2169/2169 [==============================] - 12s 5ms/step - loss: 2.7060e-04 - mean_squared_error: 2.7060e-04 - val_loss: 1.9420e-04 - val_mean_squared_error: 1.9420e-04
Epoch 9/500
2164/2169 [============================>.] - ETA: 0s - loss: 2.7081e-04 - mean_squared_error: 2.7081e-04
Epoch 00009: loss improved from 0.00027 to 0.00027, saving model to ./model_LSTM/75\09-0.0002.hdf5
2169/2169 [==============================] - 12s 5ms/step - loss: 2.7028e-04 - mean_squared_error: 2.7028e-04 - val_loss: 1.8666e-04 - val_mean_squared_error: 1.8666e-04
Epoch 10/500
2167/2169 [============================>.] - ETA: 0s - loss: 2.7074e-04 - mean_squared_error: 2.7074e-04
Epoch 00010: loss did not improve from 0.00027
2169/2169 [==============================] - 13s 6ms/step - loss: 2.7122e-04 - mean_squared_error: 2.7122e-04 - val_loss: 1.8404e-04 - val_mean_squared_error: 1.8404e-04
Epoch 11/500
2169/2169 [==============================] - ETA: 0s - loss: 2.6931e-04 - mean_squared_error: 2.6931e-04
Epoch 00011: loss improved from 0.00027 to 0.00027, saving model to ./model_LSTM/75\11-0.0002.hdf5
2169/2169 [==============================] - 14s 6ms/step - loss: 2.6931e-04 - mean_squared_error: 2.6931e-04 - val_loss: 1.8622e-04 - val_mean_squared_error: 1.8622e-04
Epoch 12/500
2166/2169 [============================>.] - ETA: 0s - loss: 2.6937e-04 - mean_squared_error: 2.6937e-04
Epoch 00012: loss did not improve from 0.00027
2169/2169 [==============================] - 17s 8ms/step - loss: 2.6936e-04 - mean_squared_error: 2.6936e-04 - val_loss: 1.9172e-04 - val_mean_squared_error: 1.9172e-04
Epoch 13/500
2163/2169 [============================>.] - ETA: 0s - loss: 2.7009e-04 - mean_squared_error: 2.7009e-04
Epoch 00013: loss did not improve from 0.00027
2169/2169 [==============================] - 16s 7ms/step - loss: 2.7132e-04 - mean_squared_error: 2.7132e-04 - val_loss: 1.8071e-04 - val_mean_squared_error: 1.8071e-04
Epoch 14/500
2162/2169 [============================>.] - ETA: 0s - loss: 2.6816e-04 - mean_squared_error: 2.6816e-04
Epoch 00014: loss improved from 0.00027 to 0.00027, saving model to ./model_LSTM/75\14-0.0002.hdf5
2169/2169 [==============================] - 13s 6ms/step - loss: 2.6776e-04 - mean_squared_error: 2.6776e-04 - val_loss: 1.8370e-04 - val_mean_squared_error: 1.8370e-04
Epoch 15/500
2164/2169 [============================>.] - ETA: 0s - loss: 2.7101e-04 - mean_squared_error: 2.7101e-04
Epoch 00015: loss did not improve from 0.00027
2169/2169 [==============================] - 12s 6ms/step - loss: 2.7064e-04 - mean_squared_error: 2.7064e-04 - val_loss: 1.9164e-04 - val_mean_squared_error: 1.9164e-04
Epoch 16/500
2165/2169 [============================>.] - ETA: 0s - loss: 2.6475e-04 - mean_squared_error: 2.6475e-04
Epoch 00016: loss improved from 0.00027 to 0.00026, saving model to ./model_LSTM/75\16-0.0002.hdf5
2169/2169 [==============================] - 11s 5ms/step - loss: 2.6440e-04 - mean_squared_error: 2.6440e-04 - val_loss: 1.9153e-04 - val_mean_squared_error: 1.9153e-04
Epoch 17/500
2164/2169 [============================>.] - ETA: 0s - loss: 2.6767e-04 - mean_squared_error: 2.6767e-04
Epoch 00017: loss did not improve from 0.00026
2169/2169 [==============================] - 11s 5ms/step - loss: 2.6738e-04 - mean_squared_error: 2.6738e-04 - val_loss: 1.7978e-04 - val_mean_squared_error: 1.7978e-04
Epoch 18/500
2163/2169 [============================>.] - ETA: 0s - loss: 2.6322e-04 - mean_squared_error: 2.6322e-04
Epoch 00018: loss improved from 0.00026 to 0.00026, saving model to ./model_LSTM/75\18-0.0002.hdf5
2169/2169 [==============================] - 12s 6ms/step - loss: 2.6282e-04 - mean_squared_error: 2.6282e-04 - val_loss: 1.9017e-04 - val_mean_squared_error: 1.9017e-04
Epoch 19/500
2166/2169 [============================>.] - ETA: 0s - loss: 2.6272e-04 - mean_squared_error: 2.6272e-04
Epoch 00019: loss did not improve from 0.00026
2169/2169 [==============================] - 11s 5ms/step - loss: 2.6299e-04 - mean_squared_error: 2.6299e-04 - val_loss: 1.9397e-04 - val_mean_squared_error: 1.9397e-04
Epoch 20/500
2169/2169 [==============================] - ETA: 0s - loss: 2.6379e-04 - mean_squared_error: 2.6379e-04
Epoch 00020: loss did not improve from 0.00026
2169/2169 [==============================] - 12s 6ms/step - loss: 2.6379e-04 - mean_squared_error: 2.6379e-04 - val_loss: 1.8411e-04 - val_mean_squared_error: 1.8411e-04
Epoch 21/500
2163/2169 [============================>.] - ETA: 0s - loss: 2.6222e-04 - mean_squared_error: 2.6222e-04
Epoch 00021: loss improved from 0.00026 to 0.00026, saving model to ./model_LSTM/75\21-0.0002.hdf5
2169/2169 [==============================] - 17s 8ms/step - loss: 2.6161e-04 - mean_squared_error: 2.6161e-04 - val_loss: 1.8427e-04 - val_mean_squared_error: 1.8427e-04
Epoch 22/500
2163/2169 [============================>.] - ETA: 0s - loss: 2.6261e-04 - mean_squared_error: 2.6261e-04
Epoch 00022: loss did not improve from 0.00026
2169/2169 [==============================] - 20s 9ms/step - loss: 2.6198e-04 - mean_squared_error: 2.6198e-04 - val_loss: 1.8462e-04 - val_mean_squared_error: 1.8462e-04
Epoch 23/500
2166/2169 [============================>.] - ETA: 0s - loss: 2.6137e-04 - mean_squared_error: 2.6137e-04
Epoch 00023: loss improved from 0.00026 to 0.00026, saving model to ./model_LSTM/75\23-0.0002.hdf5
2169/2169 [==============================] - 17s 8ms/step - loss: 2.6118e-04 - mean_squared_error: 2.6118e-04 - val_loss: 1.8939e-04 - val_mean_squared_error: 1.8939e-04
Epoch 24/500
2169/2169 [==============================] - ETA: 0s - loss: 2.6143e-04 - mean_squared_error: 2.6143e-04
Epoch 00024: loss did not improve from 0.00026
2169/2169 [==============================] - 17s 8ms/step - loss: 2.6143e-04 - mean_squared_error: 2.6143e-04 - val_loss: 1.8050e-04 - val_mean_squared_error: 1.8050e-04
Epoch 25/500
2160/2169 [============================>.] - ETA: 0s - loss: 2.5958e-04 - mean_squared_error: 2.5958e-04
Epoch 00025: loss improved from 0.00026 to 0.00026, saving model to ./model_LSTM/75\25-0.0002.hdf5
2169/2169 [==============================] - 13s 6ms/step - loss: 2.5916e-04 - mean_squared_error: 2.5916e-04 - val_loss: 1.9306e-04 - val_mean_squared_error: 1.9306e-04
Epoch 26/500
2162/2169 [============================>.] - ETA: 0s - loss: 2.6138e-04 - mean_squared_error: 2.6138e-04
Epoch 00026: loss did not improve from 0.00026
2169/2169 [==============================] - 12s 6ms/step - loss: 2.6095e-04 - mean_squared_error: 2.6095e-04 - val_loss: 1.8533e-04 - val_mean_squared_error: 1.8533e-04
Epoch 27/500
2165/2169 [============================>.] - ETA: 0s - loss: 2.6132e-04 - mean_squared_error: 2.6132e-04
Epoch 00027: loss did not improve from 0.00026
2169/2169 [==============================] - 12s 6ms/step - loss: 2.6094e-04 - mean_squared_error: 2.6094e-04 - val_loss: 1.8631e-04 - val_mean_squared_error: 1.8631e-04
Epoch 28/500
2168/2169 [============================>.] - ETA: 0s - loss: 2.6159e-04 - mean_squared_error: 2.6159e-04
Epoch 00028: loss did not improve from 0.00026
2169/2169 [==============================] - 11s 5ms/step - loss: 2.6155e-04 - mean_squared_error: 2.6155e-04 - val_loss: 1.9144e-04 - val_mean_squared_error: 1.9144e-04
Epoch 29/500
2168/2169 [============================>.] - ETA: 0s - loss: 2.6448e-04 - mean_squared_error: 2.6448e-04
Epoch 00029: loss did not improve from 0.00026
2169/2169 [==============================] - 11s 5ms/step - loss: 2.6443e-04 - mean_squared_error: 2.6443e-04 - val_loss: 1.8942e-04 - val_mean_squared_error: 1.8942e-04
Epoch 30/500
2169/2169 [==============================] - ETA: 0s - loss: 2.6349e-04 - mean_squared_error: 2.6349e-04 ETA: 0s - loss: 2.6598e-04 - mean_squ
Epoch 00030: loss did not improve from 0.00026
2169/2169 [==============================] - 13s 6ms/step - loss: 2.6349e-04 - mean_squared_error: 2.6349e-04 - val_loss: 1.8115e-04 - val_mean_squared_error: 1.8115e-04
Epoch 00030: early stopping
Epoch 1/500
761/769 [============================>.] - ETA: 0s - loss: 5.8122e-05 - mean_squared_error: 5.8122e-05
Epoch 00001: loss improved from inf to 0.00006, saving model to ./model_LSTM/76\01-0.0000.hdf5
769/769 [==============================] - 4s 5ms/step - loss: 5.7649e-05 - mean_squared_error: 5.7649e-05 - val_loss: 1.1769e-06 - val_mean_squared_error: 1.1769e-06
Epoch 2/500
765/769 [============================>.] - ETA: 0s - loss: 5.6791e-05 - mean_squared_error: 5.6791e-05
Epoch 00002: loss improved from 0.00006 to 0.00006, saving model to ./model_LSTM/76\02-0.0000.hdf5
769/769 [==============================] - 5s 6ms/step - loss: 5.6557e-05 - mean_squared_error: 5.6557e-05 - val_loss: 1.8000e-06 - val_mean_squared_error: 1.8000e-06
Epoch 3/500
763/769 [============================>.] - ETA: 0s - loss: 5.3145e-05 - mean_squared_error: 5.3145e-05
Epoch 00003: loss improved from 0.00006 to 0.00005, saving model to ./model_LSTM/76\03-0.0000.hdf5
769/769 [==============================] - 4s 5ms/step - loss: 5.2870e-05 - mean_squared_error: 5.2870e-05 - val_loss: 1.1218e-06 - val_mean_squared_error: 1.1218e-06
Epoch 4/500
765/769 [============================>.] - ETA: 0s - loss: 5.2058e-05 - mean_squared_error: 5.2058e-05
Epoch 00004: loss improved from 0.00005 to 0.00005, saving model to ./model_LSTM/76\04-0.0000.hdf5
769/769 [==============================] - 5s 6ms/step - loss: 5.2133e-05 - mean_squared_error: 5.2133e-05 - val_loss: 1.5804e-06 - val_mean_squared_error: 1.5804e-06
Epoch 5/500
769/769 [==============================] - ETA: 0s - loss: 5.0733e-05 - mean_squared_error: 5.0733e-05
Epoch 00005: loss improved from 0.00005 to 0.00005, saving model to ./model_LSTM/76\05-0.0000.hdf5
769/769 [==============================] - 5s 7ms/step - loss: 5.0733e-05 - mean_squared_error: 5.0733e-05 - val_loss: 9.4145e-07 - val_mean_squared_error: 9.4145e-07
Epoch 6/500
769/769 [==============================] - ETA: 0s - loss: 4.8761e-05 - mean_squared_error: 4.8761e-05
Epoch 00006: loss improved from 0.00005 to 0.00005, saving model to ./model_LSTM/76\06-0.0000.hdf5
769/769 [==============================] - 5s 6ms/step - loss: 4.8761e-05 - mean_squared_error: 4.8761e-05 - val_loss: 1.1355e-06 - val_mean_squared_error: 1.1355e-06
Epoch 7/500
760/769 [============================>.] - ETA: 0s - loss: 4.7043e-05 - mean_squared_error: 4.7043e-05
Epoch 00007: loss improved from 0.00005 to 0.00005, saving model to ./model_LSTM/76\07-0.0000.hdf5
769/769 [==============================] - 4s 6ms/step - loss: 4.6561e-05 - mean_squared_error: 4.6561e-05 - val_loss: 9.4419e-07 - val_mean_squared_error: 9.4419e-07
Epoch 8/500
767/769 [============================>.] - ETA: 0s - loss: 4.3579e-05 - mean_squared_error: 4.3579e-05
Epoch 00008: loss improved from 0.00005 to 0.00004, saving model to ./model_LSTM/76\08-0.0000.hdf5
769/769 [==============================] - 5s 6ms/step - loss: 4.3516e-05 - mean_squared_error: 4.3516e-05 - val_loss: 8.2385e-06 - val_mean_squared_error: 8.2385e-06
Epoch 9/500
765/769 [============================>.] - ETA: 0s - loss: 5.0987e-05 - mean_squared_error: 5.0987e-05
Epoch 00009: loss did not improve from 0.00004
769/769 [==============================] - 6s 8ms/step - loss: 5.0902e-05 - mean_squared_error: 5.0902e-05 - val_loss: 1.0823e-06 - val_mean_squared_error: 1.0823e-06
Epoch 10/500
767/769 [============================>.] - ETA: 0s - loss: 4.3906e-05 - mean_squared_error: 4.3906e-05
Epoch 00010: loss did not improve from 0.00004
769/769 [==============================] - 5s 7ms/step - loss: 4.3840e-05 - mean_squared_error: 4.3840e-05 - val_loss: 1.4404e-06 - val_mean_squared_error: 1.4404e-06
Epoch 11/500
763/769 [============================>.] - ETA: 0s - loss: 4.1941e-05 - mean_squared_error: 4.1941e-05
Epoch 00011: loss improved from 0.00004 to 0.00004, saving model to ./model_LSTM/76\11-0.0000.hdf5
769/769 [==============================] - 5s 7ms/step - loss: 4.1695e-05 - mean_squared_error: 4.1695e-05 - val_loss: 1.2008e-06 - val_mean_squared_error: 1.2008e-06
Epoch 12/500
761/769 [============================>.] - ETA: 0s - loss: 3.9837e-05 - mean_squared_error: 3.9837e-05
Epoch 00012: loss improved from 0.00004 to 0.00004, saving model to ./model_LSTM/76\12-0.0000.hdf5
769/769 [==============================] - 6s 7ms/step - loss: 3.9793e-05 - mean_squared_error: 3.9793e-05 - val_loss: 3.3546e-06 - val_mean_squared_error: 3.3546e-06
Epoch 13/500
763/769 [============================>.] - ETA: 0s - loss: 3.9850e-05 - mean_squared_error: 3.9850e-05
Epoch 00013: loss improved from 0.00004 to 0.00004, saving model to ./model_LSTM/76\13-0.0000.hdf5
769/769 [==============================] - 6s 8ms/step - loss: 3.9601e-05 - mean_squared_error: 3.9601e-05 - val_loss: 2.7408e-06 - val_mean_squared_error: 2.7408e-06
Epoch 14/500
765/769 [============================>.] - ETA: 0s - loss: 3.7878e-05 - mean_squared_error: 3.7878e-05
Epoch 00014: loss improved from 0.00004 to 0.00004, saving model to ./model_LSTM/76\14-0.0000.hdf5
769/769 [==============================] - 6s 8ms/step - loss: 3.7724e-05 - mean_squared_error: 3.7724e-05 - val_loss: 1.1153e-06 - val_mean_squared_error: 1.1153e-06
Epoch 15/500
769/769 [==============================] - ETA: 0s - loss: 4.1943e-05 - mean_squared_error: 4.1943e-05
Epoch 00015: loss did not improve from 0.00004
769/769 [==============================] - 6s 7ms/step - loss: 4.1943e-05 - mean_squared_error: 4.1943e-05 - val_loss: 1.0672e-06 - val_mean_squared_error: 1.0672e-06
Epoch 16/500
764/769 [============================>.] - ETA: 0s - loss: 3.9445e-05 - mean_squared_error: 3.9445e-05
Epoch 00016: loss did not improve from 0.00004
769/769 [==============================] - 5s 7ms/step - loss: 3.9310e-05 - mean_squared_error: 3.9310e-05 - val_loss: 1.6408e-06 - val_mean_squared_error: 1.6408e-06
Epoch 17/500
762/769 [============================>.] - ETA: 0s - loss: 3.8058e-05 - mean_squared_error: 3.8058e-05
Epoch 00017: loss did not improve from 0.00004
769/769 [==============================] - 5s 7ms/step - loss: 3.7779e-05 - mean_squared_error: 3.7779e-05 - val_loss: 1.3857e-06 - val_mean_squared_error: 1.3857e-06
Epoch 18/500
760/769 [============================>.] - ETA: 0s - loss: 4.1835e-05 - mean_squared_error: 4.1835e-05
Epoch 00018: loss did not improve from 0.00004
769/769 [==============================] - 5s 6ms/step - loss: 4.1513e-05 - mean_squared_error: 4.1513e-05 - val_loss: 2.0358e-06 - val_mean_squared_error: 2.0358e-06
Epoch 19/500
760/769 [============================>.] - ETA: 0s - loss: 3.9108e-05 - mean_squared_error: 3.9108e-05
Epoch 00019: loss did not improve from 0.00004
769/769 [==============================] - 4s 5ms/step - loss: 3.8977e-05 - mean_squared_error: 3.8977e-05 - val_loss: 1.0024e-06 - val_mean_squared_error: 1.0024e-06
Epoch 00019: early stopping
Epoch 1/500
2191/2196 [============================>.] - ETA: 0s - loss: 1.4404e-04 - mean_squared_error: 1.4404e-04
Epoch 00001: loss improved from inf to 0.00014, saving model to ./model_LSTM/77\01-0.0001.hdf5
2196/2196 [==============================] - 12s 5ms/step - loss: 1.4386e-04 - mean_squared_error: 1.4386e-04 - val_loss: 6.9738e-05 - val_mean_squared_error: 6.9738e-05
Epoch 2/500
2193/2196 [============================>.] - ETA: 0s - loss: 1.0384e-04 - mean_squared_error: 1.0384e-04
Epoch 00002: loss improved from 0.00014 to 0.00010, saving model to ./model_LSTM/77\02-0.0001.hdf5
2196/2196 [==============================] - 11s 5ms/step - loss: 1.0376e-04 - mean_squared_error: 1.0376e-04 - val_loss: 6.9026e-05 - val_mean_squared_error: 6.9026e-05
Epoch 3/500
2193/2196 [============================>.] - ETA: 0s - loss: 9.6532e-05 - mean_squared_error: 9.6532e-05
Epoch 00003: loss improved from 0.00010 to 0.00010, saving model to ./model_LSTM/77\03-0.0001.hdf5
2196/2196 [==============================] - 11s 5ms/step - loss: 9.6653e-05 - mean_squared_error: 9.6653e-05 - val_loss: 5.9947e-05 - val_mean_squared_error: 5.9947e-05
Epoch 4/500
2196/2196 [==============================] - ETA: 0s - loss: 9.4105e-05 - mean_squared_error: 9.4105e-05
Epoch 00004: loss improved from 0.00010 to 0.00009, saving model to ./model_LSTM/77\04-0.0001.hdf5
2196/2196 [==============================] - 11s 5ms/step - loss: 9.4105e-05 - mean_squared_error: 9.4105e-05 - val_loss: 5.8603e-05 - val_mean_squared_error: 5.8603e-05
Epoch 5/500
2186/2196 [============================>.] - ETA: 0s - loss: 9.1893e-05 - mean_squared_error: 9.1893e-05
Epoch 00005: loss improved from 0.00009 to 0.00009, saving model to ./model_LSTM/77\05-0.0001.hdf5
2196/2196 [==============================] - 11s 5ms/step - loss: 9.2017e-05 - mean_squared_error: 9.2017e-05 - val_loss: 5.7770e-05 - val_mean_squared_error: 5.7770e-05
Epoch 6/500
2187/2196 [============================>.] - ETA: 0s - loss: 9.0376e-05 - mean_squared_error: 9.0376e-05
Epoch 00006: loss improved from 0.00009 to 0.00009, saving model to ./model_LSTM/77\06-0.0001.hdf5
2196/2196 [==============================] - 11s 5ms/step - loss: 9.0357e-05 - mean_squared_error: 9.0357e-05 - val_loss: 5.8037e-05 - val_mean_squared_error: 5.8037e-05
Epoch 7/500
2186/2196 [============================>.] - ETA: 0s - loss: 8.9341e-05 - mean_squared_error: 8.9341e-05
Epoch 00007: loss improved from 0.00009 to 0.00009, saving model to ./model_LSTM/77\07-0.0001.hdf5
2196/2196 [==============================] - 11s 5ms/step - loss: 8.9456e-05 - mean_squared_error: 8.9456e-05 - val_loss: 5.9621e-05 - val_mean_squared_error: 5.9621e-05
Epoch 8/500
2191/2196 [============================>.] - ETA: 0s - loss: 8.8777e-05 - mean_squared_error: 8.8777e-05
Epoch 00008: loss improved from 0.00009 to 0.00009, saving model to ./model_LSTM/77\08-0.0001.hdf5
2196/2196 [==============================] - 12s 5ms/step - loss: 8.8778e-05 - mean_squared_error: 8.8778e-05 - val_loss: 6.0134e-05 - val_mean_squared_error: 6.0134e-05
Epoch 9/500
2191/2196 [============================>.] - ETA: 0s - loss: 8.7544e-05 - mean_squared_error: 8.7544e-05
Epoch 00009: loss improved from 0.00009 to 0.00009, saving model to ./model_LSTM/77\09-0.0001.hdf5
2196/2196 [==============================] - 13s 6ms/step - loss: 8.7671e-05 - mean_squared_error: 8.7671e-05 - val_loss: 6.3903e-05 - val_mean_squared_error: 6.3903e-05
Epoch 10/500
2192/2196 [============================>.] - ETA: 0s - loss: 8.6899e-05 - mean_squared_error: 8.6899e-05
Epoch 00010: loss improved from 0.00009 to 0.00009, saving model to ./model_LSTM/77\10-0.0001.hdf5
2196/2196 [==============================] - 13s 6ms/step - loss: 8.6919e-05 - mean_squared_error: 8.6919e-05 - val_loss: 6.0593e-05 - val_mean_squared_error: 6.0593e-05
Epoch 11/500
2193/2196 [============================>.] - ETA: 0s - loss: 8.6143e-05 - mean_squared_error: 8.6143e-05
Epoch 00011: loss improved from 0.00009 to 0.00009, saving model to ./model_LSTM/77\11-0.0001.hdf5
2196/2196 [==============================] - 14s 7ms/step - loss: 8.6097e-05 - mean_squared_error: 8.6097e-05 - val_loss: 5.8137e-05 - val_mean_squared_error: 5.8137e-05
Epoch 12/500
2188/2196 [============================>.] - ETA: 0s - loss: 8.5233e-05 - mean_squared_error: 8.5233e-05
Epoch 00012: loss improved from 0.00009 to 0.00009, saving model to ./model_LSTM/77\12-0.0001.hdf5
2196/2196 [==============================] - 13s 6ms/step - loss: 8.5328e-05 - mean_squared_error: 8.5328e-05 - val_loss: 5.6943e-05 - val_mean_squared_error: 5.6943e-05
Epoch 13/500
2192/2196 [============================>.] - ETA: 0s - loss: 8.5246e-05 - mean_squared_error: 8.5246e-05
Epoch 00013: loss did not improve from 0.00009
2196/2196 [==============================] - 12s 6ms/step - loss: 8.5501e-05 - mean_squared_error: 8.5501e-05 - val_loss: 5.7391e-05 - val_mean_squared_error: 5.7391e-05
Epoch 14/500
2184/2196 [============================>.] - ETA: 0s - loss: 8.4627e-05 - mean_squared_error: 8.4627e-05
Epoch 00014: loss improved from 0.00009 to 0.00008, saving model to ./model_LSTM/77\14-0.0001.hdf5
2196/2196 [==============================] - 11s 5ms/step - loss: 8.4528e-05 - mean_squared_error: 8.4528e-05 - val_loss: 5.3933e-05 - val_mean_squared_error: 5.3933e-05
Epoch 15/500
2196/2196 [==============================] - ETA: 0s - loss: 8.3660e-05 - mean_squared_error: 8.3660e-05
Epoch 00015: loss improved from 0.00008 to 0.00008, saving model to ./model_LSTM/77\15-0.0001.hdf5
2196/2196 [==============================] - 10s 5ms/step - loss: 8.3660e-05 - mean_squared_error: 8.3660e-05 - val_loss: 5.4776e-05 - val_mean_squared_error: 5.4776e-05
Epoch 16/500
2192/2196 [============================>.] - ETA: 0s - loss: 8.3619e-05 - mean_squared_error: 8.3619e-05
Epoch 00016: loss improved from 0.00008 to 0.00008, saving model to ./model_LSTM/77\16-0.0001.hdf5
2196/2196 [==============================] - 15s 7ms/step - loss: 8.3658e-05 - mean_squared_error: 8.3658e-05 - val_loss: 7.0944e-05 - val_mean_squared_error: 7.0944e-05
Epoch 17/500
2190/2196 [============================>.] - ETA: 0s - loss: 8.3568e-05 - mean_squared_error: 8.3568e-05
Epoch 00017: loss improved from 0.00008 to 0.00008, saving model to ./model_LSTM/77\17-0.0001.hdf5
2196/2196 [==============================] - 12s 6ms/step - loss: 8.3530e-05 - mean_squared_error: 8.3530e-05 - val_loss: 5.5577e-05 - val_mean_squared_error: 5.5577e-05
Epoch 18/500
2191/2196 [============================>.] - ETA: 0s - loss: 8.2601e-05 - mean_squared_error: 8.2601e-05
Epoch 00018: loss improved from 0.00008 to 0.00008, saving model to ./model_LSTM/77\18-0.0001.hdf5
2196/2196 [==============================] - 11s 5ms/step - loss: 8.2599e-05 - mean_squared_error: 8.2599e-05 - val_loss: 6.3655e-05 - val_mean_squared_error: 6.3655e-05
Epoch 19/500
2192/2196 [============================>.] - ETA: 0s - loss: 8.2662e-05 - mean_squared_error: 8.2662e-05
Epoch 00019: loss did not improve from 0.00008
2196/2196 [==============================] - 12s 5ms/step - loss: 8.2619e-05 - mean_squared_error: 8.2619e-05 - val_loss: 5.5108e-05 - val_mean_squared_error: 5.5108e-05
Epoch 20/500
2191/2196 [============================>.] - ETA: 0s - loss: 8.2309e-05 - mean_squared_error: 8.2309e-05
Epoch 00020: loss improved from 0.00008 to 0.00008, saving model to ./model_LSTM/77\20-0.0001.hdf5
2196/2196 [==============================] - 13s 6ms/step - loss: 8.2337e-05 - mean_squared_error: 8.2337e-05 - val_loss: 7.6104e-05 - val_mean_squared_error: 7.6104e-05
Epoch 21/500
2191/2196 [============================>.] - ETA: 0s - loss: 8.2463e-05 - mean_squared_error: 8.2463e-05
Epoch 00021: loss did not improve from 0.00008
2196/2196 [==============================] - 13s 6ms/step - loss: 8.2435e-05 - mean_squared_error: 8.2435e-05 - val_loss: 5.5073e-05 - val_mean_squared_error: 5.5073e-05
Epoch 22/500
2190/2196 [============================>.] - ETA: 0s - loss: 8.2483e-05 - mean_squared_error: 8.2483e-05
Epoch 00022: loss did not improve from 0.00008
2196/2196 [==============================] - 14s 6ms/step - loss: 8.2397e-05 - mean_squared_error: 8.2397e-05 - val_loss: 5.5163e-05 - val_mean_squared_error: 5.5163e-05
Epoch 23/500
2195/2196 [============================>.] - ETA: 0s - loss: 8.1996e-05 - mean_squared_error: 8.1996e-05
Epoch 00023: loss improved from 0.00008 to 0.00008, saving model to ./model_LSTM/77\23-0.0001.hdf5
2196/2196 [==============================] - 15s 7ms/step - loss: 8.1997e-05 - mean_squared_error: 8.1997e-05 - val_loss: 6.2210e-05 - val_mean_squared_error: 6.2210e-05
Epoch 24/500
2195/2196 [============================>.] - ETA: 0s - loss: 8.1457e-05 - mean_squared_error: 8.1457e-05
Epoch 00024: loss improved from 0.00008 to 0.00008, saving model to ./model_LSTM/77\24-0.0001.hdf5
2196/2196 [==============================] - 13s 6ms/step - loss: 8.1448e-05 - mean_squared_error: 8.1448e-05 - val_loss: 5.7443e-05 - val_mean_squared_error: 5.7443e-05
Epoch 25/500
2189/2196 [============================>.] - ETA: 0s - loss: 8.1468e-05 - mean_squared_error: 8.1468e-05
Epoch 00025: loss improved from 0.00008 to 0.00008, saving model to ./model_LSTM/77\25-0.0001.hdf5
2196/2196 [==============================] - 12s 5ms/step - loss: 8.1424e-05 - mean_squared_error: 8.1424e-05 - val_loss: 5.6223e-05 - val_mean_squared_error: 5.6223e-05
Epoch 26/500
2192/2196 [============================>.] - ETA: 0s - loss: 8.1550e-05 - mean_squared_error: 8.1550e-05
Epoch 00026: loss did not improve from 0.00008
2196/2196 [==============================] - 11s 5ms/step - loss: 8.1617e-05 - mean_squared_error: 8.1617e-05 - val_loss: 6.1463e-05 - val_mean_squared_error: 6.1463e-05
Epoch 27/500
2195/2196 [============================>.] - ETA: 0s - loss: 8.1322e-05 - mean_squared_error: 8.1322e-05
Epoch 00027: loss improved from 0.00008 to 0.00008, saving model to ./model_LSTM/77\27-0.0001.hdf5
2196/2196 [==============================] - 10s 5ms/step - loss: 8.1314e-05 - mean_squared_error: 8.1314e-05 - val_loss: 5.5998e-05 - val_mean_squared_error: 5.5998e-05
Epoch 28/500
2195/2196 [============================>.] - ETA: 0s - loss: 8.0806e-05 - mean_squared_error: 8.0806e-05
Epoch 00028: loss improved from 0.00008 to 0.00008, saving model to ./model_LSTM/77\28-0.0001.hdf5
2196/2196 [==============================] - 11s 5ms/step - loss: 8.0798e-05 - mean_squared_error: 8.0798e-05 - val_loss: 6.3654e-05 - val_mean_squared_error: 6.3654e-05
Epoch 29/500
2195/2196 [============================>.] - ETA: 0s - loss: 8.0891e-05 - mean_squared_error: 8.0891e-05
Epoch 00029: loss did not improve from 0.00008
2196/2196 [==============================] - 12s 5ms/step - loss: 8.0887e-05 - mean_squared_error: 8.0887e-05 - val_loss: 6.1691e-05 - val_mean_squared_error: 6.1691e-05
Epoch 30/500
2185/2196 [============================>.] - ETA: 0s - loss: 8.0376e-05 - mean_squared_error: 8.0376e-05
Epoch 00030: loss improved from 0.00008 to 0.00008, saving model to ./model_LSTM/77\30-0.0001.hdf5
2196/2196 [==============================] - 11s 5ms/step - loss: 8.0580e-05 - mean_squared_error: 8.0580e-05 - val_loss: 5.9019e-05 - val_mean_squared_error: 5.9019e-05
Epoch 31/500
2192/2196 [============================>.] - ETA: 0s - loss: 8.0487e-05 - mean_squared_error: 8.0487e-05
Epoch 00031: loss improved from 0.00008 to 0.00008, saving model to ./model_LSTM/77\31-0.0001.hdf5
2196/2196 [==============================] - 12s 5ms/step - loss: 8.0458e-05 - mean_squared_error: 8.0458e-05 - val_loss: 5.1266e-05 - val_mean_squared_error: 5.1266e-05
Epoch 32/500
2192/2196 [============================>.] - ETA: 0s - loss: 8.0255e-05 - mean_squared_error: 8.0255e-05
Epoch 00032: loss improved from 0.00008 to 0.00008, saving model to ./model_LSTM/77\32-0.0001.hdf5
2196/2196 [==============================] - 12s 5ms/step - loss: 8.0294e-05 - mean_squared_error: 8.0294e-05 - val_loss: 5.1616e-05 - val_mean_squared_error: 5.1616e-05
Epoch 33/500
2195/2196 [============================>.] - ETA: 0s - loss: 8.0419e-05 - mean_squared_error: 8.0419e-05
Epoch 00033: loss did not improve from 0.00008
2196/2196 [==============================] - 13s 6ms/step - loss: 8.0411e-05 - mean_squared_error: 8.0411e-05 - val_loss: 5.8134e-05 - val_mean_squared_error: 5.8134e-05
Epoch 34/500
2192/2196 [============================>.] - ETA: 0s - loss: 7.9853e-05 - mean_squared_error: 7.9853e-05
Epoch 00034: loss improved from 0.00008 to 0.00008, saving model to ./model_LSTM/77\34-0.0001.hdf5
2196/2196 [==============================] - 14s 6ms/step - loss: 8.0005e-05 - mean_squared_error: 8.0005e-05 - val_loss: 6.1632e-05 - val_mean_squared_error: 6.1632e-05
Epoch 35/500
2193/2196 [============================>.] - ETA: 0s - loss: 8.0658e-05 - mean_squared_error: 8.0658e-05
Epoch 00035: loss did not improve from 0.00008
2196/2196 [==============================] - 15s 7ms/step - loss: 8.0593e-05 - mean_squared_error: 8.0593e-05 - val_loss: 5.2260e-05 - val_mean_squared_error: 5.2260e-05
Epoch 36/500
2194/2196 [============================>.] - ETA: 0s - loss: 7.9683e-05 - mean_squared_error: 7.9683e-05
Epoch 00036: loss improved from 0.00008 to 0.00008, saving model to ./model_LSTM/77\36-0.0001.hdf5
2196/2196 [==============================] - 13s 6ms/step - loss: 7.9689e-05 - mean_squared_error: 7.9689e-05 - val_loss: 5.8442e-05 - val_mean_squared_error: 5.8442e-05
Epoch 37/500
2190/2196 [============================>.] - ETA: 0s - loss: 7.9780e-05 - mean_squared_error: 7.9780e-05
Epoch 00037: loss improved from 0.00008 to 0.00008, saving model to ./model_LSTM/77\37-0.0001.hdf5
2196/2196 [==============================] - 11s 5ms/step - loss: 7.9670e-05 - mean_squared_error: 7.9670e-05 - val_loss: 6.4449e-05 - val_mean_squared_error: 6.4449e-05
Epoch 38/500
2188/2196 [============================>.] - ETA: 0s - loss: 7.9308e-05 - mean_squared_error: 7.9308e-05
Epoch 00038: loss improved from 0.00008 to 0.00008, saving model to ./model_LSTM/77\38-0.0001.hdf5
2196/2196 [==============================] - 11s 5ms/step - loss: 7.9377e-05 - mean_squared_error: 7.9377e-05 - val_loss: 7.2744e-05 - val_mean_squared_error: 7.2744e-05
Epoch 39/500
2196/2196 [==============================] - ETA: 0s - loss: 7.9457e-05 - mean_squared_error: 7.9457e-05
Epoch 00039: loss did not improve from 0.00008
2196/2196 [==============================] - 11s 5ms/step - loss: 7.9457e-05 - mean_squared_error: 7.9457e-05 - val_loss: 6.0596e-05 - val_mean_squared_error: 6.0596e-05
Epoch 40/500
2194/2196 [============================>.] - ETA: 0s - loss: 7.9523e-05 - mean_squared_error: 7.9523e-05
Epoch 00040: loss did not improve from 0.00008
2196/2196 [==============================] - 11s 5ms/step - loss: 7.9493e-05 - mean_squared_error: 7.9493e-05 - val_loss: 5.9128e-05 - val_mean_squared_error: 5.9128e-05
Epoch 41/500
2192/2196 [============================>.] - ETA: 0s - loss: 7.8918e-05 - mean_squared_error: 7.8918e-05
Epoch 00041: loss improved from 0.00008 to 0.00008, saving model to ./model_LSTM/77\41-0.0001.hdf5
2196/2196 [==============================] - 11s 5ms/step - loss: 7.8915e-05 - mean_squared_error: 7.8915e-05 - val_loss: 5.9452e-05 - val_mean_squared_error: 5.9452e-05
Epoch 42/500
2187/2196 [============================>.] - ETA: 0s - loss: 7.9231e-05 - mean_squared_error: 7.9231e-05
Epoch 00042: loss did not improve from 0.00008
2196/2196 [==============================] - 11s 5ms/step - loss: 7.9128e-05 - mean_squared_error: 7.9128e-05 - val_loss: 5.8627e-05 - val_mean_squared_error: 5.8627e-05
Epoch 43/500
2187/2196 [============================>.] - ETA: 0s - loss: 7.8499e-05 - mean_squared_error: 7.8499e-05
Epoch 00043: loss improved from 0.00008 to 0.00008, saving model to ./model_LSTM/77\43-0.0001.hdf5
2196/2196 [==============================] - 12s 5ms/step - loss: 7.8458e-05 - mean_squared_error: 7.8458e-05 - val_loss: 5.0832e-05 - val_mean_squared_error: 5.0832e-05
Epoch 44/500
2188/2196 [============================>.] - ETA: 0s - loss: 7.8730e-05 - mean_squared_error: 7.8730e-05
Epoch 00044: loss did not improve from 0.00008
2196/2196 [==============================] - 12s 5ms/step - loss: 7.8798e-05 - mean_squared_error: 7.8798e-05 - val_loss: 5.5826e-05 - val_mean_squared_error: 5.5826e-05
Epoch 45/500
2194/2196 [============================>.] - ETA: 0s - loss: 7.8810e-05 - mean_squared_error: 7.8810e-05
Epoch 00045: loss did not improve from 0.00008
2196/2196 [==============================] - 13s 6ms/step - loss: 7.8819e-05 - mean_squared_error: 7.8819e-05 - val_loss: 6.5291e-05 - val_mean_squared_error: 6.5291e-05
Epoch 46/500
2191/2196 [============================>.] - ETA: 0s - loss: 7.8452e-05 - mean_squared_error: 7.8452e-05
Epoch 00046: loss improved from 0.00008 to 0.00008, saving model to ./model_LSTM/77\46-0.0001.hdf5
2196/2196 [==============================] - 14s 6ms/step - loss: 7.8372e-05 - mean_squared_error: 7.8372e-05 - val_loss: 5.4880e-05 - val_mean_squared_error: 5.4880e-05
Epoch 47/500
2191/2196 [============================>.] - ETA: 0s - loss: 7.8475e-05 - mean_squared_error: 7.8475e-05
Epoch 00047: loss did not improve from 0.00008
2196/2196 [==============================] - 14s 6ms/step - loss: 7.8424e-05 - mean_squared_error: 7.8424e-05 - val_loss: 5.3843e-05 - val_mean_squared_error: 5.3843e-05
Epoch 48/500
2188/2196 [============================>.] - ETA: 0s - loss: 7.8566e-05 - mean_squared_error: 7.8566e-05
Epoch 00048: loss did not improve from 0.00008
2196/2196 [==============================] - 12s 6ms/step - loss: 7.8463e-05 - mean_squared_error: 7.8463e-05 - val_loss: 5.7586e-05 - val_mean_squared_error: 5.7586e-05
Epoch 49/500
2186/2196 [============================>.] - ETA: 0s - loss: 7.8416e-05 - mean_squared_error: 7.8416e-05
Epoch 00049: loss did not improve from 0.00008
2196/2196 [==============================] - 11s 5ms/step - loss: 7.8415e-05 - mean_squared_error: 7.8415e-05 - val_loss: 6.0928e-05 - val_mean_squared_error: 6.0928e-05
Epoch 50/500
2188/2196 [============================>.] - ETA: 0s - loss: 7.8011e-05 - mean_squared_error: 7.8011e-05
Epoch 00050: loss improved from 0.00008 to 0.00008, saving model to ./model_LSTM/77\50-0.0001.hdf5
2196/2196 [==============================] - 11s 5ms/step - loss: 7.7967e-05 - mean_squared_error: 7.7967e-05 - val_loss: 6.2758e-05 - val_mean_squared_error: 6.2758e-05
Epoch 51/500
2191/2196 [============================>.] - ETA: 0s - loss: 7.7840e-05 - mean_squared_error: 7.7840e-05
Epoch 00051: loss improved from 0.00008 to 0.00008, saving model to ./model_LSTM/77\51-0.0001.hdf5
2196/2196 [==============================] - 10s 5ms/step - loss: 7.7757e-05 - mean_squared_error: 7.7757e-05 - val_loss: 5.4973e-05 - val_mean_squared_error: 5.4973e-05
Epoch 52/500
2196/2196 [==============================] - ETA: 0s - loss: 7.8255e-05 - mean_squared_error: 7.8255e-05
Epoch 00052: loss did not improve from 0.00008
2196/2196 [==============================] - 11s 5ms/step - loss: 7.8255e-05 - mean_squared_error: 7.8255e-05 - val_loss: 5.2766e-05 - val_mean_squared_error: 5.2766e-05
Epoch 53/500
2188/2196 [============================>.] - ETA: 0s - loss: 7.7961e-05 - mean_squared_error: 7.7961e-05
Epoch 00053: loss did not improve from 0.00008
2196/2196 [==============================] - 11s 5ms/step - loss: 7.7930e-05 - mean_squared_error: 7.7930e-05 - val_loss: 5.5950e-05 - val_mean_squared_error: 5.5950e-05
Epoch 54/500
2195/2196 [============================>.] - ETA: 0s - loss: 7.7838e-05 - mean_squared_error: 7.7838e-05
Epoch 00054: loss did not improve from 0.00008
2196/2196 [==============================] - 11s 5ms/step - loss: 7.7830e-05 - mean_squared_error: 7.7830e-05 - val_loss: 5.4206e-05 - val_mean_squared_error: 5.4206e-05
Epoch 55/500
2195/2196 [============================>.] - ETA: 0s - loss: 7.7710e-05 - mean_squared_error: 7.7710e-05
Epoch 00055: loss improved from 0.00008 to 0.00008, saving model to ./model_LSTM/77\55-0.0001.hdf5
2196/2196 [==============================] - 11s 5ms/step - loss: 7.7712e-05 - mean_squared_error: 7.7712e-05 - val_loss: 5.4140e-05 - val_mean_squared_error: 5.4140e-05
Epoch 56/500
2186/2196 [============================>.] - ETA: 0s - loss: 7.7757e-05 - mean_squared_error: 7.7757e-05
Epoch 00056: loss did not improve from 0.00008
2196/2196 [==============================] - 12s 5ms/step - loss: 7.7755e-05 - mean_squared_error: 7.7755e-05 - val_loss: 5.5116e-05 - val_mean_squared_error: 5.5116e-05
Epoch 57/500
2193/2196 [============================>.] - ETA: 0s - loss: 7.7342e-05 - mean_squared_error: 7.7342e-05
Epoch 00057: loss improved from 0.00008 to 0.00008, saving model to ./model_LSTM/77\57-0.0001.hdf5
2196/2196 [==============================] - 12s 6ms/step - loss: 7.7293e-05 - mean_squared_error: 7.7293e-05 - val_loss: 5.4131e-05 - val_mean_squared_error: 5.4131e-05
Epoch 58/500
2196/2196 [==============================] - ETA: 0s - loss: 7.7891e-05 - mean_squared_error: 7.7891e-05
Epoch 00058: loss did not improve from 0.00008
2196/2196 [==============================] - 13s 6ms/step - loss: 7.7891e-05 - mean_squared_error: 7.7891e-05 - val_loss: 6.5841e-05 - val_mean_squared_error: 6.5841e-05
Epoch 59/500
2193/2196 [============================>.] - ETA: 0s - loss: 7.6785e-05 - mean_squared_error: 7.6785e-05
Epoch 00059: loss improved from 0.00008 to 0.00008, saving model to ./model_LSTM/77\59-0.0001.hdf5
2196/2196 [==============================] - 14s 7ms/step - loss: 7.6730e-05 - mean_squared_error: 7.6730e-05 - val_loss: 5.2661e-05 - val_mean_squared_error: 5.2661e-05
Epoch 60/500
2193/2196 [============================>.] - ETA: 0s - loss: 7.7246e-05 - mean_squared_error: 7.7246e-05
Epoch 00060: loss did not improve from 0.00008
2196/2196 [==============================] - 13s 6ms/step - loss: 7.7193e-05 - mean_squared_error: 7.7193e-05 - val_loss: 5.4657e-05 - val_mean_squared_error: 5.4657e-05
Epoch 61/500
2195/2196 [============================>.] - ETA: 0s - loss: 7.7284e-05 - mean_squared_error: 7.7284e-05
Epoch 00061: loss did not improve from 0.00008
2196/2196 [==============================] - 12s 5ms/step - loss: 7.7276e-05 - mean_squared_error: 7.7276e-05 - val_loss: 5.2398e-05 - val_mean_squared_error: 5.2398e-05
Epoch 62/500
2190/2196 [============================>.] - ETA: 0s - loss: 7.7008e-05 - mean_squared_error: 7.7008e-05
Epoch 00062: loss did not improve from 0.00008
2196/2196 [==============================] - 11s 5ms/step - loss: 7.6947e-05 - mean_squared_error: 7.6947e-05 - val_loss: 5.3266e-05 - val_mean_squared_error: 5.3266e-05
Epoch 63/500
2194/2196 [============================>.] - ETA: 0s - loss: 7.6250e-05 - mean_squared_error: 7.6250e-05
Epoch 00063: loss improved from 0.00008 to 0.00008, saving model to ./model_LSTM/77\63-0.0001.hdf5
2196/2196 [==============================] - 11s 5ms/step - loss: 7.6233e-05 - mean_squared_error: 7.6233e-05 - val_loss: 6.3835e-05 - val_mean_squared_error: 6.3835e-05
Epoch 64/500
2193/2196 [============================>.] - ETA: 0s - loss: 7.6685e-05 - mean_squared_error: 7.6685e-05
Epoch 00064: loss did not improve from 0.00008
2196/2196 [==============================] - 11s 5ms/step - loss: 7.6735e-05 - mean_squared_error: 7.6735e-05 - val_loss: 5.9671e-05 - val_mean_squared_error: 5.9671e-05
Epoch 65/500
2192/2196 [============================>.] - ETA: 0s - loss: 7.6925e-05 - mean_squared_error: 7.6925e-05
Epoch 00065: loss did not improve from 0.00008
2196/2196 [==============================] - 11s 5ms/step - loss: 7.6955e-05 - mean_squared_error: 7.6955e-05 - val_loss: 6.4438e-05 - val_mean_squared_error: 6.4438e-05
Epoch 66/500
2192/2196 [============================>.] - ETA: 0s - loss: 7.6402e-05 - mean_squared_error: 7.6402e-05
Epoch 00066: loss did not improve from 0.00008
2196/2196 [==============================] - 11s 5ms/step - loss: 7.6432e-05 - mean_squared_error: 7.6432e-05 - val_loss: 5.4548e-05 - val_mean_squared_error: 5.4548e-05
Epoch 67/500
2195/2196 [============================>.] - ETA: 0s - loss: 7.6130e-05 - mean_squared_error: 7.6130e-05
Epoch 00067: loss improved from 0.00008 to 0.00008, saving model to ./model_LSTM/77\67-0.0001.hdf5
2196/2196 [==============================] - 16s 7ms/step - loss: 7.6123e-05 - mean_squared_error: 7.6123e-05 - val_loss: 5.9106e-05 - val_mean_squared_error: 5.9106e-05
Epoch 68/500
2191/2196 [============================>.] - ETA: 0s - loss: 7.5872e-05 - mean_squared_error: 7.5872e-05
Epoch 00068: loss improved from 0.00008 to 0.00008, saving model to ./model_LSTM/77\68-0.0001.hdf5
2196/2196 [==============================] - 15s 7ms/step - loss: 7.5907e-05 - mean_squared_error: 7.5907e-05 - val_loss: 5.7018e-05 - val_mean_squared_error: 5.7018e-05
Epoch 69/500
2193/2196 [============================>.] - ETA: 0s - loss: 7.6086e-05 - mean_squared_error: 7.6086e-05
Epoch 00069: loss did not improve from 0.00008
2196/2196 [==============================] - 16s 7ms/step - loss: 7.6054e-05 - mean_squared_error: 7.6054e-05 - val_loss: 5.6893e-05 - val_mean_squared_error: 5.6893e-05
Epoch 70/500
2193/2196 [============================>.] - ETA: 0s - loss: 7.6539e-05 - mean_squared_error: 7.6539e-05
Epoch 00070: loss did not improve from 0.00008
2196/2196 [==============================] - 15s 7ms/step - loss: 7.6516e-05 - mean_squared_error: 7.6516e-05 - val_loss: 5.3821e-05 - val_mean_squared_error: 5.3821e-05
Epoch 71/500
2189/2196 [============================>.] - ETA: 0s - loss: 7.6063e-05 - mean_squared_error: 7.6063e-05
Epoch 00071: loss did not improve from 0.00008
2196/2196 [==============================] - 13s 6ms/step - loss: 7.6112e-05 - mean_squared_error: 7.6112e-05 - val_loss: 6.5546e-05 - val_mean_squared_error: 6.5546e-05
Epoch 72/500
2194/2196 [============================>.] - ETA: 0s - loss: 7.6499e-05 - mean_squared_error: 7.6499e-05
Epoch 00072: loss did not improve from 0.00008
2196/2196 [==============================] - 12s 5ms/step - loss: 7.6471e-05 - mean_squared_error: 7.6471e-05 - val_loss: 5.8451e-05 - val_mean_squared_error: 5.8451e-05
Epoch 73/500
2187/2196 [============================>.] - ETA: 0s - loss: 7.5997e-05 - mean_squared_error: 7.5997e-05
Epoch 00073: loss did not improve from 0.00008
2196/2196 [==============================] - 11s 5ms/step - loss: 7.5980e-05 - mean_squared_error: 7.5980e-05 - val_loss: 5.2854e-05 - val_mean_squared_error: 5.2854e-05
Epoch 00073: early stopping
Epoch 1/500
959/967 [============================>.] - ETA: 0s - loss: 2.3775e-04 - mean_squared_error: 2.3775e-04
Epoch 00001: loss improved from inf to 0.00024, saving model to ./model_LSTM/78\01-0.0003.hdf5
967/967 [==============================] - 5s 5ms/step - loss: 2.3600e-04 - mean_squared_error: 2.3600e-04 - val_loss: 2.8837e-04 - val_mean_squared_error: 2.8837e-04
Epoch 2/500
959/967 [============================>.] - ETA: 0s - loss: 2.7005e-04 - mean_squared_error: 2.7005e-04
Epoch 00002: loss did not improve from 0.00024
967/967 [==============================] - 5s 5ms/step - loss: 2.6876e-04 - mean_squared_error: 2.6876e-04 - val_loss: 4.9499e-04 - val_mean_squared_error: 4.9499e-04
Epoch 3/500
967/967 [==============================] - ETA: 0s - loss: 1.5856e-04 - mean_squared_error: 1.5856e-04
Epoch 00003: loss improved from 0.00024 to 0.00016, saving model to ./model_LSTM/78\03-0.0002.hdf5
967/967 [==============================] - 5s 5ms/step - loss: 1.5856e-04 - mean_squared_error: 1.5856e-04 - val_loss: 2.3729e-04 - val_mean_squared_error: 2.3729e-04
Epoch 4/500
963/967 [============================>.] - ETA: 0s - loss: 1.5023e-04 - mean_squared_error: 1.5023e-04
Epoch 00004: loss improved from 0.00016 to 0.00015, saving model to ./model_LSTM/78\04-0.0004.hdf5
967/967 [==============================] - 5s 5ms/step - loss: 1.5183e-04 - mean_squared_error: 1.5183e-04 - val_loss: 4.3881e-04 - val_mean_squared_error: 4.3881e-04
Epoch 5/500
956/967 [============================>.] - ETA: 0s - loss: 1.4763e-04 - mean_squared_error: 1.4763e-04
Epoch 00005: loss improved from 0.00015 to 0.00015, saving model to ./model_LSTM/78\05-0.0002.hdf5
967/967 [==============================] - 5s 5ms/step - loss: 1.4790e-04 - mean_squared_error: 1.4790e-04 - val_loss: 2.4316e-04 - val_mean_squared_error: 2.4316e-04
Epoch 6/500
961/967 [============================>.] - ETA: 0s - loss: 1.4954e-04 - mean_squared_error: 1.4954e-04
Epoch 00006: loss did not improve from 0.00015
967/967 [==============================] - 5s 5ms/step - loss: 1.4940e-04 - mean_squared_error: 1.4940e-04 - val_loss: 2.6337e-04 - val_mean_squared_error: 2.6337e-04
Epoch 7/500
964/967 [============================>.] - ETA: 0s - loss: 1.5004e-04 - mean_squared_error: 1.5004e-04
Epoch 00007: loss did not improve from 0.00015
967/967 [==============================] - 5s 5ms/step - loss: 1.4960e-04 - mean_squared_error: 1.4960e-04 - val_loss: 2.7721e-04 - val_mean_squared_error: 2.7721e-04
Epoch 8/500
965/967 [============================>.] - ETA: 0s - loss: 1.4077e-04 - mean_squared_error: 1.4077e-04
Epoch 00008: loss improved from 0.00015 to 0.00014, saving model to ./model_LSTM/78\08-0.0003.hdf5
967/967 [==============================] - 5s 5ms/step - loss: 1.4050e-04 - mean_squared_error: 1.4050e-04 - val_loss: 2.6514e-04 - val_mean_squared_error: 2.6514e-04
Epoch 9/500
960/967 [============================>.] - ETA: 0s - loss: 1.4145e-04 - mean_squared_error: 1.4145e-04
Epoch 00009: loss did not improve from 0.00014
967/967 [==============================] - 5s 5ms/step - loss: 1.4058e-04 - mean_squared_error: 1.4058e-04 - val_loss: 2.1445e-04 - val_mean_squared_error: 2.1445e-04
Epoch 10/500
958/967 [============================>.] - ETA: 0s - loss: 1.3687e-04 - mean_squared_error: 1.3687e-04
Epoch 00010: loss improved from 0.00014 to 0.00014, saving model to ./model_LSTM/78\10-0.0002.hdf5
967/967 [==============================] - 5s 5ms/step - loss: 1.3573e-04 - mean_squared_error: 1.3573e-04 - val_loss: 2.3462e-04 - val_mean_squared_error: 2.3462e-04
Epoch 11/500
957/967 [============================>.] - ETA: 0s - loss: 1.3390e-04 - mean_squared_error: 1.3390e-04
Epoch 00011: loss improved from 0.00014 to 0.00013, saving model to ./model_LSTM/78\11-0.0003.hdf5
967/967 [==============================] - 5s 5ms/step - loss: 1.3342e-04 - mean_squared_error: 1.3342e-04 - val_loss: 3.4710e-04 - val_mean_squared_error: 3.4710e-04
Epoch 12/500
963/967 [============================>.] - ETA: 0s - loss: 1.3529e-04 - mean_squared_error: 1.3529e-04
Epoch 00012: loss did not improve from 0.00013
967/967 [==============================] - 5s 5ms/step - loss: 1.3486e-04 - mean_squared_error: 1.3486e-04 - val_loss: 1.9379e-04 - val_mean_squared_error: 1.9379e-04
Epoch 13/500
962/967 [============================>.] - ETA: 0s - loss: 1.3571e-04 - mean_squared_error: 1.3571e-04
Epoch 00013: loss did not improve from 0.00013
967/967 [==============================] - 5s 5ms/step - loss: 1.3517e-04 - mean_squared_error: 1.3517e-04 - val_loss: 1.9189e-04 - val_mean_squared_error: 1.9189e-04
Epoch 14/500
958/967 [============================>.] - ETA: 0s - loss: 1.2926e-04 - mean_squared_error: 1.2926e-04
Epoch 00014: loss improved from 0.00013 to 0.00013, saving model to ./model_LSTM/78\14-0.0002.hdf5
967/967 [==============================] - 5s 6ms/step - loss: 1.2868e-04 - mean_squared_error: 1.2868e-04 - val_loss: 1.9299e-04 - val_mean_squared_error: 1.9299e-04
Epoch 15/500
958/967 [============================>.] - ETA: 0s - loss: 1.2839e-04 - mean_squared_error: 1.2839e-04
Epoch 00015: loss improved from 0.00013 to 0.00013, saving model to ./model_LSTM/78\15-0.0002.hdf5
967/967 [==============================] - 5s 6ms/step - loss: 1.2734e-04 - mean_squared_error: 1.2734e-04 - val_loss: 2.0721e-04 - val_mean_squared_error: 2.0721e-04
Epoch 16/500
966/967 [============================>.] - ETA: 0s - loss: 1.3061e-04 - mean_squared_error: 1.3061e-04
Epoch 00016: loss did not improve from 0.00013
967/967 [==============================] - 6s 6ms/step - loss: 1.3351e-04 - mean_squared_error: 1.3351e-04 - val_loss: 1.9721e-04 - val_mean_squared_error: 1.9721e-04
Epoch 17/500
964/967 [============================>.] - ETA: 0s - loss: 1.2249e-04 - mean_squared_error: 1.2249e-04
Epoch 00017: loss improved from 0.00013 to 0.00012, saving model to ./model_LSTM/78\17-0.0003.hdf5
967/967 [==============================] - 6s 6ms/step - loss: 1.2218e-04 - mean_squared_error: 1.2218e-04 - val_loss: 2.7125e-04 - val_mean_squared_error: 2.7125e-04
Epoch 18/500
967/967 [==============================] - ETA: 0s - loss: 1.2259e-04 - mean_squared_error: 1.2259e-04
Epoch 00018: loss did not improve from 0.00012
967/967 [==============================] - 6s 6ms/step - loss: 1.2259e-04 - mean_squared_error: 1.2259e-04 - val_loss: 1.8863e-04 - val_mean_squared_error: 1.8863e-04
Epoch 19/500
958/967 [============================>.] - ETA: 0s - loss: 1.1882e-04 - mean_squared_error: 1.1882e-04
Epoch 00019: loss improved from 0.00012 to 0.00012, saving model to ./model_LSTM/78\19-0.0002.hdf5
967/967 [==============================] - 6s 6ms/step - loss: 1.1783e-04 - mean_squared_error: 1.1783e-04 - val_loss: 1.8998e-04 - val_mean_squared_error: 1.8998e-04
Epoch 20/500
962/967 [============================>.] - ETA: 0s - loss: 1.2049e-04 - mean_squared_error: 1.2049e-04 ETA: 1s - l
Epoch 00020: loss did not improve from 0.00012
967/967 [==============================] - 7s 7ms/step - loss: 1.2011e-04 - mean_squared_error: 1.2011e-04 - val_loss: 1.9611e-04 - val_mean_squared_error: 1.9611e-04
Epoch 21/500
965/967 [============================>.] - ETA: 0s - loss: 1.1678e-04 - mean_squared_error: 1.1678e-04
Epoch 00021: loss improved from 0.00012 to 0.00012, saving model to ./model_LSTM/78\21-0.0002.hdf5
967/967 [==============================] - 7s 7ms/step - loss: 1.1661e-04 - mean_squared_error: 1.1661e-04 - val_loss: 2.1358e-04 - val_mean_squared_error: 2.1358e-04
Epoch 22/500
962/967 [============================>.] - ETA: 0s - loss: 1.1268e-04 - mean_squared_error: 1.1268e-04
Epoch 00022: loss did not improve from 0.00012
967/967 [==============================] - 6s 6ms/step - loss: 1.1786e-04 - mean_squared_error: 1.1786e-04 - val_loss: 2.1698e-04 - val_mean_squared_error: 2.1698e-04
Epoch 23/500
965/967 [============================>.] - ETA: 0s - loss: 1.1639e-04 - mean_squared_error: 1.1639e-04
Epoch 00023: loss improved from 0.00012 to 0.00012, saving model to ./model_LSTM/78\23-0.0002.hdf5
967/967 [==============================] - 6s 6ms/step - loss: 1.1619e-04 - mean_squared_error: 1.1619e-04 - val_loss: 2.1763e-04 - val_mean_squared_error: 2.1763e-04
Epoch 24/500
965/967 [============================>.] - ETA: 0s - loss: 1.1134e-04 - mean_squared_error: 1.1134e-04
Epoch 00024: loss improved from 0.00012 to 0.00011, saving model to ./model_LSTM/78\24-0.0002.hdf5
967/967 [==============================] - 5s 5ms/step - loss: 1.1135e-04 - mean_squared_error: 1.1135e-04 - val_loss: 1.9873e-04 - val_mean_squared_error: 1.9873e-04
Epoch 25/500
962/967 [============================>.] - ETA: 0s - loss: 1.1513e-04 - mean_squared_error: 1.1513e-04
Epoch 00025: loss did not improve from 0.00011
967/967 [==============================] - 5s 5ms/step - loss: 1.1473e-04 - mean_squared_error: 1.1473e-04 - val_loss: 2.1124e-04 - val_mean_squared_error: 2.1124e-04
Epoch 26/500
966/967 [============================>.] - ETA: 0s - loss: 1.1034e-04 - mean_squared_error: 1.1034e-04
Epoch 00026: loss improved from 0.00011 to 0.00011, saving model to ./model_LSTM/78\26-0.0002.hdf5
967/967 [==============================] - 5s 5ms/step - loss: 1.1031e-04 - mean_squared_error: 1.1031e-04 - val_loss: 2.1651e-04 - val_mean_squared_error: 2.1651e-04
Epoch 27/500
956/967 [============================>.] - ETA: 0s - loss: 1.0557e-04 - mean_squared_error: 1.0557e-04
Epoch 00027: loss improved from 0.00011 to 0.00010, saving model to ./model_LSTM/78\27-0.0003.hdf5
967/967 [==============================] - 5s 5ms/step - loss: 1.0495e-04 - mean_squared_error: 1.0495e-04 - val_loss: 2.5272e-04 - val_mean_squared_error: 2.5272e-04
Epoch 28/500
965/967 [============================>.] - ETA: 0s - loss: 1.0900e-04 - mean_squared_error: 1.0900e-04
Epoch 00028: loss did not improve from 0.00010
967/967 [==============================] - 5s 5ms/step - loss: 1.0884e-04 - mean_squared_error: 1.0884e-04 - val_loss: 2.2298e-04 - val_mean_squared_error: 2.2298e-04
Epoch 29/500
959/967 [============================>.] - ETA: 0s - loss: 1.0443e-04 - mean_squared_error: 1.0443e-04
Epoch 00029: loss improved from 0.00010 to 0.00010, saving model to ./model_LSTM/78\29-0.0003.hdf5
967/967 [==============================] - 5s 5ms/step - loss: 1.0406e-04 - mean_squared_error: 1.0406e-04 - val_loss: 2.5058e-04 - val_mean_squared_error: 2.5058e-04
Epoch 30/500
959/967 [============================>.] - ETA: 0s - loss: 1.0639e-04 - mean_squared_error: 1.0639e-04
Epoch 00030: loss did not improve from 0.00010
967/967 [==============================] - 5s 5ms/step - loss: 1.0573e-04 - mean_squared_error: 1.0573e-04 - val_loss: 2.2926e-04 - val_mean_squared_error: 2.2926e-04
Epoch 31/500
960/967 [============================>.] - ETA: 0s - loss: 1.0662e-04 - mean_squared_error: 1.0662e-04
Epoch 00031: loss did not improve from 0.00010
967/967 [==============================] - 5s 5ms/step - loss: 1.0633e-04 - mean_squared_error: 1.0633e-04 - val_loss: 2.2622e-04 - val_mean_squared_error: 2.2622e-04
Epoch 32/500
962/967 [============================>.] - ETA: 0s - loss: 1.0309e-04 - mean_squared_error: 1.0309e-04
Epoch 00032: loss improved from 0.00010 to 0.00010, saving model to ./model_LSTM/78\32-0.0002.hdf5
967/967 [==============================] - 5s 5ms/step - loss: 1.0313e-04 - mean_squared_error: 1.0313e-04 - val_loss: 2.4146e-04 - val_mean_squared_error: 2.4146e-04
Epoch 33/500
966/967 [============================>.] - ETA: 0s - loss: 1.0061e-04 - mean_squared_error: 1.0061e-04
Epoch 00033: loss improved from 0.00010 to 0.00010, saving model to ./model_LSTM/78\33-0.0002.hdf5
967/967 [==============================] - 5s 5ms/step - loss: 1.0052e-04 - mean_squared_error: 1.0052e-04 - val_loss: 2.4662e-04 - val_mean_squared_error: 2.4662e-04
Epoch 34/500
959/967 [============================>.] - ETA: 0s - loss: 1.1607e-04 - mean_squared_error: 1.1607e-04
Epoch 00034: loss did not improve from 0.00010
967/967 [==============================] - 5s 5ms/step - loss: 1.1531e-04 - mean_squared_error: 1.1531e-04 - val_loss: 2.4729e-04 - val_mean_squared_error: 2.4729e-04
Epoch 35/500
965/967 [============================>.] - ETA: 0s - loss: 1.1822e-04 - mean_squared_error: 1.1822e-04
Epoch 00035: loss did not improve from 0.00010
967/967 [==============================] - 5s 5ms/step - loss: 1.1799e-04 - mean_squared_error: 1.1799e-04 - val_loss: 2.3511e-04 - val_mean_squared_error: 2.3511e-04
Epoch 36/500
962/967 [============================>.] - ETA: 0s - loss: 1.0575e-04 - mean_squared_error: 1.0575e-04
Epoch 00036: loss did not improve from 0.00010
967/967 [==============================] - 5s 5ms/step - loss: 1.0531e-04 - mean_squared_error: 1.0531e-04 - val_loss: 2.3475e-04 - val_mean_squared_error: 2.3475e-04
Epoch 37/500
966/967 [============================>.] - ETA: 0s - loss: 1.0015e-04 - mean_squared_error: 1.0015e-04
Epoch 00037: loss improved from 0.00010 to 0.00010, saving model to ./model_LSTM/78\37-0.0002.hdf5
967/967 [==============================] - 5s 5ms/step - loss: 1.0006e-04 - mean_squared_error: 1.0006e-04 - val_loss: 2.3769e-04 - val_mean_squared_error: 2.3769e-04
Epoch 38/500
965/967 [============================>.] - ETA: 0s - loss: 9.7827e-05 - mean_squared_error: 9.7827e-05
Epoch 00038: loss improved from 0.00010 to 0.00010, saving model to ./model_LSTM/78\38-0.0003.hdf5
967/967 [==============================] - 5s 5ms/step - loss: 9.7876e-05 - mean_squared_error: 9.7876e-05 - val_loss: 2.5848e-04 - val_mean_squared_error: 2.5848e-04
Epoch 39/500
964/967 [============================>.] - ETA: 0s - loss: 1.0301e-04 - mean_squared_error: 1.0301e-04
Epoch 00039: loss did not improve from 0.00010
967/967 [==============================] - 5s 5ms/step - loss: 1.0292e-04 - mean_squared_error: 1.0292e-04 - val_loss: 2.3494e-04 - val_mean_squared_error: 2.3494e-04
Epoch 40/500
960/967 [============================>.] - ETA: 0s - loss: 1.1612e-04 - mean_squared_error: 1.1612e-04
Epoch 00040: loss did not improve from 0.00010
967/967 [==============================] - 5s 5ms/step - loss: 1.1625e-04 - mean_squared_error: 1.1625e-04 - val_loss: 2.3855e-04 - val_mean_squared_error: 2.3855e-04
Epoch 41/500
960/967 [============================>.] - ETA: 0s - loss: 9.8510e-05 - mean_squared_error: 9.8510e-05
Epoch 00041: loss did not improve from 0.00010
967/967 [==============================] - 6s 6ms/step - loss: 9.8106e-05 - mean_squared_error: 9.8106e-05 - val_loss: 2.4575e-04 - val_mean_squared_error: 2.4575e-04
Epoch 42/500
963/967 [============================>.] - ETA: 0s - loss: 9.4881e-05 - mean_squared_error: 9.4881e-05
Epoch 00042: loss improved from 0.00010 to 0.00009, saving model to ./model_LSTM/78\42-0.0003.hdf5
967/967 [==============================] - 5s 6ms/step - loss: 9.4697e-05 - mean_squared_error: 9.4697e-05 - val_loss: 2.5196e-04 - val_mean_squared_error: 2.5196e-04
Epoch 43/500
958/967 [============================>.] - ETA: 0s - loss: 9.5385e-05 - mean_squared_error: 9.5385e-05
Epoch 00043: loss did not improve from 0.00009
967/967 [==============================] - 6s 6ms/step - loss: 9.4708e-05 - mean_squared_error: 9.4708e-05 - val_loss: 2.4606e-04 - val_mean_squared_error: 2.4606e-04
Epoch 44/500
957/967 [============================>.] - ETA: 0s - loss: 9.6287e-05 - mean_squared_error: 9.6287e-05
Epoch 00044: loss did not improve from 0.00009
967/967 [==============================] - 6s 6ms/step - loss: 9.5596e-05 - mean_squared_error: 9.5596e-05 - val_loss: 2.5839e-04 - val_mean_squared_error: 2.5839e-04
Epoch 45/500
961/967 [============================>.] - ETA: 0s - loss: 9.8073e-05 - mean_squared_error: 9.8073e-05
Epoch 00045: loss did not improve from 0.00009
967/967 [==============================] - 7s 7ms/step - loss: 9.7600e-05 - mean_squared_error: 9.7600e-05 - val_loss: 2.8742e-04 - val_mean_squared_error: 2.8742e-04
Epoch 46/500
965/967 [============================>.] - ETA: 0s - loss: 9.3260e-05 - mean_squared_error: 9.3260e-05
Epoch 00046: loss improved from 0.00009 to 0.00009, saving model to ./model_LSTM/78\46-0.0003.hdf5
967/967 [==============================] - 6s 7ms/step - loss: 9.3082e-05 - mean_squared_error: 9.3082e-05 - val_loss: 2.7313e-04 - val_mean_squared_error: 2.7313e-04
Epoch 47/500
967/967 [==============================] - ETA: 0s - loss: 9.2882e-05 - mean_squared_error: 9.2882e-05
Epoch 00047: loss improved from 0.00009 to 0.00009, saving model to ./model_LSTM/78\47-0.0003.hdf5
967/967 [==============================] - 6s 7ms/step - loss: 9.2882e-05 - mean_squared_error: 9.2882e-05 - val_loss: 2.7668e-04 - val_mean_squared_error: 2.7668e-04
Epoch 48/500
963/967 [============================>.] - ETA: 0s - loss: 8.9541e-05 - mean_squared_error: 8.9541e-05
Epoch 00048: loss improved from 0.00009 to 0.00009, saving model to ./model_LSTM/78\48-0.0003.hdf5
967/967 [==============================] - 7s 7ms/step - loss: 8.9806e-05 - mean_squared_error: 8.9806e-05 - val_loss: 2.5346e-04 - val_mean_squared_error: 2.5346e-04
Epoch 49/500
963/967 [============================>.] - ETA: 0s - loss: 9.1658e-05 - mean_squared_error: 9.1658e-05
Epoch 00049: loss did not improve from 0.00009
967/967 [==============================] - 6s 7ms/step - loss: 9.1454e-05 - mean_squared_error: 9.1454e-05 - val_loss: 2.6422e-04 - val_mean_squared_error: 2.6422e-04
Epoch 50/500
960/967 [============================>.] - ETA: 0s - loss: 9.6521e-05 - mean_squared_error: 9.6521e-05
Epoch 00050: loss did not improve from 0.00009
967/967 [==============================] - 5s 6ms/step - loss: 9.6843e-05 - mean_squared_error: 9.6843e-05 - val_loss: 2.6619e-04 - val_mean_squared_error: 2.6619e-04
Epoch 51/500
963/967 [============================>.] - ETA: 0s - loss: 9.5671e-05 - mean_squared_error: 9.5671e-05
Epoch 00051: loss did not improve from 0.00009
967/967 [==============================] - 5s 6ms/step - loss: 9.5332e-05 - mean_squared_error: 9.5332e-05 - val_loss: 2.5299e-04 - val_mean_squared_error: 2.5299e-04
Epoch 52/500
958/967 [============================>.] - ETA: 0s - loss: 9.1947e-05 - mean_squared_error: 9.1947e-05
Epoch 00052: loss did not improve from 0.00009
967/967 [==============================] - 5s 5ms/step - loss: 9.1158e-05 - mean_squared_error: 9.1158e-05 - val_loss: 2.6411e-04 - val_mean_squared_error: 2.6411e-04
Epoch 53/500
965/967 [============================>.] - ETA: 0s - loss: 8.9155e-05 - mean_squared_error: 8.9155e-05
Epoch 00053: loss improved from 0.00009 to 0.00009, saving model to ./model_LSTM/78\53-0.0002.hdf5
967/967 [==============================] - 5s 5ms/step - loss: 8.9041e-05 - mean_squared_error: 8.9041e-05 - val_loss: 2.4452e-04 - val_mean_squared_error: 2.4452e-04
Epoch 54/500
962/967 [============================>.] - ETA: 0s - loss: 1.0183e-04 - mean_squared_error: 1.0183e-04
Epoch 00054: loss did not improve from 0.00009
967/967 [==============================] - 5s 5ms/step - loss: 1.0184e-04 - mean_squared_error: 1.0184e-04 - val_loss: 2.4280e-04 - val_mean_squared_error: 2.4280e-04
Epoch 55/500
960/967 [============================>.] - ETA: 0s - loss: 9.7762e-05 - mean_squared_error: 9.7762e-05
Epoch 00055: loss did not improve from 0.00009
967/967 [==============================] - 5s 5ms/step - loss: 9.7497e-05 - mean_squared_error: 9.7497e-05 - val_loss: 2.7217e-04 - val_mean_squared_error: 2.7217e-04
Epoch 56/500
957/967 [============================>.] - ETA: 0s - loss: 9.4459e-05 - mean_squared_error: 9.4459e-05
Epoch 00056: loss did not improve from 0.00009
967/967 [==============================] - 5s 5ms/step - loss: 9.3970e-05 - mean_squared_error: 9.3970e-05 - val_loss: 2.5354e-04 - val_mean_squared_error: 2.5354e-04
Epoch 57/500
957/967 [============================>.] - ETA: 0s - loss: 9.2132e-05 - mean_squared_error: 9.2132e-05
Epoch 00057: loss did not improve from 0.00009
967/967 [==============================] - 5s 5ms/step - loss: 9.3287e-05 - mean_squared_error: 9.3287e-05 - val_loss: 2.5914e-04 - val_mean_squared_error: 2.5914e-04
Epoch 58/500
960/967 [============================>.] - ETA: 0s - loss: 9.1042e-05 - mean_squared_error: 9.1042e-05
Epoch 00058: loss did not improve from 0.00009
967/967 [==============================] - 5s 5ms/step - loss: 9.0576e-05 - mean_squared_error: 9.0576e-05 - val_loss: 2.6535e-04 - val_mean_squared_error: 2.6535e-04
Epoch 00058: early stopping
Epoch 1/500
2238/2240 [============================>.] - ETA: 0s - loss: 1.4111e-04 - mean_squared_error: 1.4111e-04
Epoch 00001: loss improved from inf to 0.00014, saving model to ./model_LSTM/79\01-0.0000.hdf5
2240/2240 [==============================] - 11s 5ms/step - loss: 1.4105e-04 - mean_squared_error: 1.4105e-04 - val_loss: 4.9010e-05 - val_mean_squared_error: 4.9010e-05
Epoch 2/500
2234/2240 [============================>.] - ETA: 0s - loss: 1.2770e-04 - mean_squared_error: 1.2770e-04
Epoch 00002: loss improved from 0.00014 to 0.00013, saving model to ./model_LSTM/79\02-0.0001.hdf5
2240/2240 [==============================] - 11s 5ms/step - loss: 1.2742e-04 - mean_squared_error: 1.2742e-04 - val_loss: 5.1173e-05 - val_mean_squared_error: 5.1173e-05
Epoch 3/500
2235/2240 [============================>.] - ETA: 0s - loss: 1.2513e-04 - mean_squared_error: 1.2513e-04
Epoch 00003: loss improved from 0.00013 to 0.00012, saving model to ./model_LSTM/79\03-0.0001.hdf5
2240/2240 [==============================] - 11s 5ms/step - loss: 1.2497e-04 - mean_squared_error: 1.2497e-04 - val_loss: 5.2546e-05 - val_mean_squared_error: 5.2546e-05
Epoch 4/500
2236/2240 [============================>.] - ETA: 0s - loss: 1.2500e-04 - mean_squared_error: 1.2500e-04
Epoch 00004: loss improved from 0.00012 to 0.00012, saving model to ./model_LSTM/79\04-0.0001.hdf5
2240/2240 [==============================] - 12s 5ms/step - loss: 1.2483e-04 - mean_squared_error: 1.2483e-04 - val_loss: 5.1686e-05 - val_mean_squared_error: 5.1686e-05
Epoch 5/500
2237/2240 [============================>.] - ETA: 0s - loss: 1.2702e-04 - mean_squared_error: 1.2702e-04
Epoch 00005: loss did not improve from 0.00012
2240/2240 [==============================] - 13s 6ms/step - loss: 1.2692e-04 - mean_squared_error: 1.2692e-04 - val_loss: 4.8690e-05 - val_mean_squared_error: 4.8690e-05
Epoch 6/500
2237/2240 [============================>.] - ETA: 0s - loss: 1.2216e-04 - mean_squared_error: 1.2216e-04
Epoch 00006: loss improved from 0.00012 to 0.00012, saving model to ./model_LSTM/79\06-0.0001.hdf5
2240/2240 [==============================] - 13s 6ms/step - loss: 1.2218e-04 - mean_squared_error: 1.2218e-04 - val_loss: 5.1019e-05 - val_mean_squared_error: 5.1019e-05
Epoch 7/500
2239/2240 [============================>.] - ETA: 0s - loss: 1.2084e-04 - mean_squared_error: 1.2084e-04
Epoch 00007: loss improved from 0.00012 to 0.00012, saving model to ./model_LSTM/79\07-0.0000.hdf5
2240/2240 [==============================] - 15s 7ms/step - loss: 1.2083e-04 - mean_squared_error: 1.2083e-04 - val_loss: 4.6868e-05 - val_mean_squared_error: 4.6868e-05
Epoch 8/500
2236/2240 [============================>.] - ETA: 0s - loss: 1.1950e-04 - mean_squared_error: 1.1950e-04
Epoch 00008: loss improved from 0.00012 to 0.00012, saving model to ./model_LSTM/79\08-0.0001.hdf5
2240/2240 [==============================] - 14s 6ms/step - loss: 1.1980e-04 - mean_squared_error: 1.1980e-04 - val_loss: 5.1843e-05 - val_mean_squared_error: 5.1843e-05
Epoch 9/500
2240/2240 [==============================] - ETA: 0s - loss: 1.1782e-04 - mean_squared_error: 1.1782e-04
Epoch 00009: loss improved from 0.00012 to 0.00012, saving model to ./model_LSTM/79\09-0.0000.hdf5
2240/2240 [==============================] - 12s 6ms/step - loss: 1.1782e-04 - mean_squared_error: 1.1782e-04 - val_loss: 4.7113e-05 - val_mean_squared_error: 4.7113e-05
Epoch 10/500
2240/2240 [==============================] - ETA: 0s - loss: 1.1717e-04 - mean_squared_error: 1.1717e-04
Epoch 00010: loss improved from 0.00012 to 0.00012, saving model to ./model_LSTM/79\10-0.0001.hdf5
2240/2240 [==============================] - 11s 5ms/step - loss: 1.1717e-04 - mean_squared_error: 1.1717e-04 - val_loss: 5.3517e-05 - val_mean_squared_error: 5.3517e-05
Epoch 11/500
2236/2240 [============================>.] - ETA: 0s - loss: 1.1423e-04 - mean_squared_error: 1.1423e-04
Epoch 00011: loss improved from 0.00012 to 0.00011, saving model to ./model_LSTM/79\11-0.0001.hdf5
2240/2240 [==============================] - 11s 5ms/step - loss: 1.1409e-04 - mean_squared_error: 1.1409e-04 - val_loss: 5.1386e-05 - val_mean_squared_error: 5.1386e-05
Epoch 12/500
2237/2240 [============================>.] - ETA: 0s - loss: 1.1587e-04 - mean_squared_error: 1.1587e-04
Epoch 00012: loss did not improve from 0.00011
2240/2240 [==============================] - 11s 5ms/step - loss: 1.1577e-04 - mean_squared_error: 1.1577e-04 - val_loss: 4.9885e-05 - val_mean_squared_error: 4.9885e-05
Epoch 13/500
2232/2240 [============================>.] - ETA: 0s - loss: 1.1406e-04 - mean_squared_error: 1.1406e-04
Epoch 00013: loss did not improve from 0.00011
2240/2240 [==============================] - 11s 5ms/step - loss: 1.1580e-04 - mean_squared_error: 1.1580e-04 - val_loss: 5.2132e-05 - val_mean_squared_error: 5.2132e-05
Epoch 14/500
2240/2240 [==============================] - ETA: 0s - loss: 1.1280e-04 - mean_squared_error: 1.1280e-04
Epoch 00014: loss improved from 0.00011 to 0.00011, saving model to ./model_LSTM/79\14-0.0001.hdf5
2240/2240 [==============================] - 11s 5ms/step - loss: 1.1280e-04 - mean_squared_error: 1.1280e-04 - val_loss: 5.1791e-05 - val_mean_squared_error: 5.1791e-05
Epoch 15/500
2234/2240 [============================>.] - ETA: 0s - loss: 1.1490e-04 - mean_squared_error: 1.1490e-04
Epoch 00015: loss did not improve from 0.00011
2240/2240 [==============================] - 12s 5ms/step - loss: 1.1466e-04 - mean_squared_error: 1.1466e-04 - val_loss: 5.0449e-05 - val_mean_squared_error: 5.0449e-05
Epoch 16/500
2233/2240 [============================>.] - ETA: 0s - loss: 1.1610e-04 - mean_squared_error: 1.1610e-04
Epoch 00016: loss did not improve from 0.00011
2240/2240 [==============================] - 12s 6ms/step - loss: 1.1610e-04 - mean_squared_error: 1.1610e-04 - val_loss: 4.8380e-05 - val_mean_squared_error: 4.8380e-05
Epoch 17/500
2233/2240 [============================>.] - ETA: 0s - loss: 1.1418e-04 - mean_squared_error: 1.1418e-04
Epoch 00017: loss did not improve from 0.00011
2240/2240 [==============================] - 13s 6ms/step - loss: 1.1524e-04 - mean_squared_error: 1.1524e-04 - val_loss: 5.2120e-05 - val_mean_squared_error: 5.2120e-05
Epoch 18/500
2232/2240 [============================>.] - ETA: 0s - loss: 1.1452e-04 - mean_squared_error: 1.1452e-04
Epoch 00018: loss did not improve from 0.00011
2240/2240 [==============================] - 14s 6ms/step - loss: 1.1433e-04 - mean_squared_error: 1.1433e-04 - val_loss: 6.2874e-05 - val_mean_squared_error: 6.2874e-05
Epoch 19/500
2240/2240 [==============================] - ETA: 0s - loss: 1.1003e-04 - mean_squared_error: 1.1003e-04
Epoch 00019: loss improved from 0.00011 to 0.00011, saving model to ./model_LSTM/79\19-0.0001.hdf5
2240/2240 [==============================] - 15s 7ms/step - loss: 1.1003e-04 - mean_squared_error: 1.1003e-04 - val_loss: 5.5460e-05 - val_mean_squared_error: 5.5460e-05
Epoch 20/500
2235/2240 [============================>.] - ETA: 0s - loss: 1.1553e-04 - mean_squared_error: 1.1553e-04
Epoch 00020: loss did not improve from 0.00011
2240/2240 [==============================] - 14s 6ms/step - loss: 1.1539e-04 - mean_squared_error: 1.1539e-04 - val_loss: 5.0092e-05 - val_mean_squared_error: 5.0092e-05
Epoch 21/500
2238/2240 [============================>.] - ETA: 0s - loss: 1.1426e-04 - mean_squared_error: 1.1426e-04
Epoch 00021: loss did not improve from 0.00011
2240/2240 [==============================] - 12s 5ms/step - loss: 1.1421e-04 - mean_squared_error: 1.1421e-04 - val_loss: 5.2277e-05 - val_mean_squared_error: 5.2277e-05
Epoch 22/500
2235/2240 [============================>.] - ETA: 0s - loss: 1.1235e-04 - mean_squared_error: 1.1235e-04
Epoch 00022: loss did not improve from 0.00011
2240/2240 [==============================] - 11s 5ms/step - loss: 1.1216e-04 - mean_squared_error: 1.1216e-04 - val_loss: 6.6504e-05 - val_mean_squared_error: 6.6504e-05
Epoch 23/500
2230/2240 [============================>.] - ETA: 0s - loss: 1.1625e-04 - mean_squared_error: 1.1625e-04
Epoch 00023: loss did not improve from 0.00011
2240/2240 [==============================] - 11s 5ms/step - loss: 1.1599e-04 - mean_squared_error: 1.1599e-04 - val_loss: 6.1930e-05 - val_mean_squared_error: 6.1930e-05
Epoch 24/500
2229/2240 [============================>.] - ETA: 0s - loss: 1.1554e-04 - mean_squared_error: 1.1554e-04
Epoch 00024: loss did not improve from 0.00011
2240/2240 [==============================] - 11s 5ms/step - loss: 1.1506e-04 - mean_squared_error: 1.1506e-04 - val_loss: 6.3814e-05 - val_mean_squared_error: 6.3814e-05
Epoch 00024: early stopping
Epoch 1/500
2236/2239 [============================>.] - ETA: 0s - loss: 5.6235e-05 - mean_squared_error: 5.6235e-05
Epoch 00001: loss improved from inf to 0.00006, saving model to ./model_LSTM/80\01-0.0000.hdf5
2239/2239 [==============================] - 11s 5ms/step - loss: 5.6175e-05 - mean_squared_error: 5.6175e-05 - val_loss: 1.5393e-05 - val_mean_squared_error: 1.5393e-05
Epoch 2/500
2239/2239 [==============================] - ETA: 0s - loss: 5.5672e-05 - mean_squared_error: 5.5672e-05
Epoch 00002: loss improved from 0.00006 to 0.00006, saving model to ./model_LSTM/80\02-0.0000.hdf5
2239/2239 [==============================] - 11s 5ms/step - loss: 5.5672e-05 - mean_squared_error: 5.5672e-05 - val_loss: 1.5762e-05 - val_mean_squared_error: 1.5762e-05
Epoch 3/500
2239/2239 [==============================] - ETA: 0s - loss: 5.5437e-05 - mean_squared_error: 5.5437e-05
Epoch 00003: loss improved from 0.00006 to 0.00006, saving model to ./model_LSTM/80\03-0.0000.hdf5
2239/2239 [==============================] - 12s 5ms/step - loss: 5.5437e-05 - mean_squared_error: 5.5437e-05 - val_loss: 1.6757e-05 - val_mean_squared_error: 1.6757e-05
Epoch 4/500
2233/2239 [============================>.] - ETA: 0s - loss: 5.5275e-05 - mean_squared_error: 5.5275e-05
Epoch 00004: loss improved from 0.00006 to 0.00006, saving model to ./model_LSTM/80\04-0.0000.hdf5
2239/2239 [==============================] - 13s 6ms/step - loss: 5.5148e-05 - mean_squared_error: 5.5148e-05 - val_loss: 1.4734e-05 - val_mean_squared_error: 1.4734e-05
Epoch 5/500
2232/2239 [============================>.] - ETA: 0s - loss: 5.5411e-05 - mean_squared_error: 5.5411e-05
Epoch 00005: loss did not improve from 0.00006
2239/2239 [==============================] - 13s 6ms/step - loss: 5.5312e-05 - mean_squared_error: 5.5312e-05 - val_loss: 1.5098e-05 - val_mean_squared_error: 1.5098e-05
Epoch 6/500
2232/2239 [============================>.] - ETA: 0s - loss: 5.4428e-05 - mean_squared_error: 5.4428e-05
Epoch 00006: loss improved from 0.00006 to 0.00005, saving model to ./model_LSTM/80\06-0.0000.hdf5
2239/2239 [==============================] - 14s 6ms/step - loss: 5.4304e-05 - mean_squared_error: 5.4304e-05 - val_loss: 1.5332e-05 - val_mean_squared_error: 1.5332e-05
Epoch 7/500
2236/2239 [============================>.] - ETA: 0s - loss: 5.3455e-05 - mean_squared_error: 5.3455e-05
Epoch 00007: loss improved from 0.00005 to 0.00005, saving model to ./model_LSTM/80\07-0.0000.hdf5
2239/2239 [==============================] - 15s 7ms/step - loss: 5.3393e-05 - mean_squared_error: 5.3393e-05 - val_loss: 1.6722e-05 - val_mean_squared_error: 1.6722e-05
Epoch 8/500
2230/2239 [============================>.] - ETA: 0s - loss: 5.3561e-05 - mean_squared_error: 5.3561e-05
Epoch 00008: loss improved from 0.00005 to 0.00005, saving model to ./model_LSTM/80\08-0.0000.hdf5
2239/2239 [==============================] - 13s 6ms/step - loss: 5.3366e-05 - mean_squared_error: 5.3366e-05 - val_loss: 1.4335e-05 - val_mean_squared_error: 1.4335e-05
Epoch 9/500
2233/2239 [============================>.] - ETA: 0s - loss: 5.3366e-05 - mean_squared_error: 5.3366e-05
Epoch 00009: loss improved from 0.00005 to 0.00005, saving model to ./model_LSTM/80\09-0.0000.hdf5
2239/2239 [==============================] - 12s 5ms/step - loss: 5.3309e-05 - mean_squared_error: 5.3309e-05 - val_loss: 1.4499e-05 - val_mean_squared_error: 1.4499e-05
Epoch 10/500
2233/2239 [============================>.] - ETA: 0s - loss: 5.0977e-05 - mean_squared_error: 5.0977e-05
Epoch 00010: loss improved from 0.00005 to 0.00005, saving model to ./model_LSTM/80\10-0.0000.hdf5
2239/2239 [==============================] - 11s 5ms/step - loss: 5.1063e-05 - mean_squared_error: 5.1063e-05 - val_loss: 1.5100e-05 - val_mean_squared_error: 1.5100e-05
Epoch 11/500
2237/2239 [============================>.] - ETA: 0s - loss: 5.3264e-05 - mean_squared_error: 5.3264e-05
Epoch 00011: loss did not improve from 0.00005
2239/2239 [==============================] - 11s 5ms/step - loss: 5.3237e-05 - mean_squared_error: 5.3237e-05 - val_loss: 1.5857e-05 - val_mean_squared_error: 1.5857e-05
Epoch 12/500
2228/2239 [============================>.] - ETA: 0s - loss: 5.0802e-05 - mean_squared_error: 5.0802e-05
Epoch 00012: loss improved from 0.00005 to 0.00005, saving model to ./model_LSTM/80\12-0.0000.hdf5
2239/2239 [==============================] - 11s 5ms/step - loss: 5.0619e-05 - mean_squared_error: 5.0619e-05 - val_loss: 1.4231e-05 - val_mean_squared_error: 1.4231e-05
Epoch 13/500
2231/2239 [============================>.] - ETA: 0s - loss: 5.0774e-05 - mean_squared_error: 5.0774e-05
Epoch 00013: loss did not improve from 0.00005
2239/2239 [==============================] - 11s 5ms/step - loss: 5.0673e-05 - mean_squared_error: 5.0673e-05 - val_loss: 1.4537e-05 - val_mean_squared_error: 1.4537e-05
Epoch 14/500
2237/2239 [============================>.] - ETA: 0s - loss: 5.0524e-05 - mean_squared_error: 5.0524e-05
Epoch 00014: loss improved from 0.00005 to 0.00005, saving model to ./model_LSTM/80\14-0.0000.hdf5
2239/2239 [==============================] - 11s 5ms/step - loss: 5.0490e-05 - mean_squared_error: 5.0490e-05 - val_loss: 1.5627e-05 - val_mean_squared_error: 1.5627e-05
Epoch 15/500
2234/2239 [============================>.] - ETA: 0s - loss: 5.1655e-05 - mean_squared_error: 5.1655e-05
Epoch 00015: loss did not improve from 0.00005
2239/2239 [==============================] - 12s 5ms/step - loss: 5.1544e-05 - mean_squared_error: 5.1544e-05 - val_loss: 1.5568e-05 - val_mean_squared_error: 1.5568e-05
Epoch 16/500
2232/2239 [============================>.] - ETA: 0s - loss: 5.0164e-05 - mean_squared_error: 5.0164e-05
Epoch 00016: loss improved from 0.00005 to 0.00005, saving model to ./model_LSTM/80\16-0.0000.hdf5
2239/2239 [==============================] - 12s 5ms/step - loss: 5.0032e-05 - mean_squared_error: 5.0032e-05 - val_loss: 1.5378e-05 - val_mean_squared_error: 1.5378e-05
Epoch 17/500
2230/2239 [============================>.] - ETA: 0s - loss: 5.0089e-05 - mean_squared_error: 5.0089e-05
Epoch 00017: loss did not improve from 0.00005
2239/2239 [==============================] - 13s 6ms/step - loss: 5.0149e-05 - mean_squared_error: 5.0149e-05 - val_loss: 1.5000e-05 - val_mean_squared_error: 1.5000e-05
Epoch 18/500
2239/2239 [==============================] - ETA: 0s - loss: 5.0081e-05 - mean_squared_error: 5.0081e-05
Epoch 00018: loss did not improve from 0.00005
2239/2239 [==============================] - 14s 6ms/step - loss: 5.0081e-05 - mean_squared_error: 5.0081e-05 - val_loss: 1.8292e-05 - val_mean_squared_error: 1.8292e-05
Epoch 19/500
2236/2239 [============================>.] - ETA: 0s - loss: 5.0178e-05 - mean_squared_error: 5.0178e-05
Epoch 00019: loss did not improve from 0.00005
2239/2239 [==============================] - 15s 7ms/step - loss: 5.0115e-05 - mean_squared_error: 5.0115e-05 - val_loss: 1.5632e-05 - val_mean_squared_error: 1.5632e-05
Epoch 20/500
2232/2239 [============================>.] - ETA: 0s - loss: 4.8882e-05 - mean_squared_error: 4.8882e-05
Epoch 00020: loss improved from 0.00005 to 0.00005, saving model to ./model_LSTM/80\20-0.0000.hdf5
2239/2239 [==============================] - 13s 6ms/step - loss: 4.8810e-05 - mean_squared_error: 4.8810e-05 - val_loss: 1.5806e-05 - val_mean_squared_error: 1.5806e-05
Epoch 21/500
2235/2239 [============================>.] - ETA: 0s - loss: 5.0733e-05 - mean_squared_error: 5.0733e-05
Epoch 00021: loss did not improve from 0.00005
2239/2239 [==============================] - 12s 5ms/step - loss: 5.0705e-05 - mean_squared_error: 5.0705e-05 - val_loss: 1.5680e-05 - val_mean_squared_error: 1.5680e-05
Epoch 22/500
2239/2239 [==============================] - ETA: 0s - loss: 4.9724e-05 - mean_squared_error: 4.9724e-05
Epoch 00022: loss did not improve from 0.00005
2239/2239 [==============================] - 15s 7ms/step - loss: 4.9724e-05 - mean_squared_error: 4.9724e-05 - val_loss: 1.7359e-05 - val_mean_squared_error: 1.7359e-05
Epoch 23/500
2236/2239 [============================>.] - ETA: 0s - loss: 4.8904e-05 - mean_squared_error: 4.8904e-05
Epoch 00023: loss did not improve from 0.00005
2239/2239 [==============================] - 12s 5ms/step - loss: 4.8855e-05 - mean_squared_error: 4.8855e-05 - val_loss: 2.2695e-05 - val_mean_squared_error: 2.2695e-05
Epoch 24/500
2234/2239 [============================>.] - ETA: 0s - loss: 4.8798e-05 - mean_squared_error: 4.8798e-05
Epoch 00024: loss improved from 0.00005 to 0.00005, saving model to ./model_LSTM/80\24-0.0000.hdf5
2239/2239 [==============================] - 11s 5ms/step - loss: 4.8698e-05 - mean_squared_error: 4.8698e-05 - val_loss: 1.5009e-05 - val_mean_squared_error: 1.5009e-05
Epoch 25/500
2235/2239 [============================>.] - ETA: 0s - loss: 4.9009e-05 - mean_squared_error: 4.9009e-05
Epoch 00025: loss did not improve from 0.00005
2239/2239 [==============================] - 11s 5ms/step - loss: 4.8928e-05 - mean_squared_error: 4.8928e-05 - val_loss: 1.4784e-05 - val_mean_squared_error: 1.4784e-05
Epoch 26/500
2239/2239 [==============================] - ETA: 0s - loss: 4.8071e-05 - mean_squared_error: 4.8071e-05
Epoch 00026: loss improved from 0.00005 to 0.00005, saving model to ./model_LSTM/80\26-0.0000.hdf5
2239/2239 [==============================] - 12s 5ms/step - loss: 4.8071e-05 - mean_squared_error: 4.8071e-05 - val_loss: 1.5097e-05 - val_mean_squared_error: 1.5097e-05
Epoch 27/500
2235/2239 [============================>.] - ETA: 0s - loss: 4.8577e-05 - mean_squared_error: 4.8577e-05
Epoch 00027: loss did not improve from 0.00005
2239/2239 [==============================] - 12s 5ms/step - loss: 4.8500e-05 - mean_squared_error: 4.8500e-05 - val_loss: 1.6209e-05 - val_mean_squared_error: 1.6209e-05
Epoch 28/500
2236/2239 [============================>.] - ETA: 0s - loss: 4.8024e-05 - mean_squared_error: 4.8024e-05
Epoch 00028: loss improved from 0.00005 to 0.00005, saving model to ./model_LSTM/80\28-0.0000.hdf5
2239/2239 [==============================] - 13s 6ms/step - loss: 4.7966e-05 - mean_squared_error: 4.7966e-05 - val_loss: 1.5683e-05 - val_mean_squared_error: 1.5683e-05
Epoch 29/500
2230/2239 [============================>.] - ETA: 0s - loss: 4.8416e-05 - mean_squared_error: 4.8416e-05
Epoch 00029: loss did not improve from 0.00005
2239/2239 [==============================] - 14s 6ms/step - loss: 4.8287e-05 - mean_squared_error: 4.8287e-05 - val_loss: 1.6821e-05 - val_mean_squared_error: 1.6821e-05
Epoch 30/500
2236/2239 [============================>.] - ETA: 0s - loss: 4.8393e-05 - mean_squared_error: 4.8393e-05
Epoch 00030: loss did not improve from 0.00005
2239/2239 [==============================] - 15s 7ms/step - loss: 4.8441e-05 - mean_squared_error: 4.8441e-05 - val_loss: 1.5449e-05 - val_mean_squared_error: 1.5449e-05
Epoch 31/500
2232/2239 [============================>.] - ETA: 0s - loss: 4.8491e-05 - mean_squared_error: 4.8491e-05
Epoch 00031: loss did not improve from 0.00005
2239/2239 [==============================] - 14s 6ms/step - loss: 4.8347e-05 - mean_squared_error: 4.8347e-05 - val_loss: 1.5300e-05 - val_mean_squared_error: 1.5300e-05
Epoch 32/500
2233/2239 [============================>.] - ETA: 0s - loss: 4.8679e-05 - mean_squared_error: 4.8679e-05
Epoch 00032: loss did not improve from 0.00005
2239/2239 [==============================] - 12s 6ms/step - loss: 4.8566e-05 - mean_squared_error: 4.8566e-05 - val_loss: 1.5047e-05 - val_mean_squared_error: 1.5047e-05
Epoch 33/500
2237/2239 [============================>.] - ETA: 0s - loss: 4.7215e-05 - mean_squared_error: 4.7215e-05
Epoch 00033: loss improved from 0.00005 to 0.00005, saving model to ./model_LSTM/80\33-0.0000.hdf5
2239/2239 [==============================] - 11s 5ms/step - loss: 4.7199e-05 - mean_squared_error: 4.7199e-05 - val_loss: 1.4694e-05 - val_mean_squared_error: 1.4694e-05
Epoch 34/500
2233/2239 [============================>.] - ETA: 0s - loss: 4.7814e-05 - mean_squared_error: 4.7814e-05
Epoch 00034: loss did not improve from 0.00005
2239/2239 [==============================] - 11s 5ms/step - loss: 4.8190e-05 - mean_squared_error: 4.8190e-05 - val_loss: 1.9319e-05 - val_mean_squared_error: 1.9319e-05
Epoch 35/500
2233/2239 [============================>.] - ETA: 0s - loss: 4.8319e-05 - mean_squared_error: 4.8319e-05
Epoch 00035: loss did not improve from 0.00005
2239/2239 [==============================] - 11s 5ms/step - loss: 4.8374e-05 - mean_squared_error: 4.8374e-05 - val_loss: 1.4947e-05 - val_mean_squared_error: 1.4947e-05
Epoch 36/500
2235/2239 [============================>.] - ETA: 0s - loss: 4.7349e-05 - mean_squared_error: 4.7349e-05
Epoch 00036: loss did not improve from 0.00005
2239/2239 [==============================] - 11s 5ms/step - loss: 4.7331e-05 - mean_squared_error: 4.7331e-05 - val_loss: 1.7361e-05 - val_mean_squared_error: 1.7361e-05
Epoch 37/500
2235/2239 [============================>.] - ETA: 0s - loss: 4.7189e-05 - mean_squared_error: 4.7189e-05
Epoch 00037: loss did not improve from 0.00005
2239/2239 [==============================] - 11s 5ms/step - loss: 4.7370e-05 - mean_squared_error: 4.7370e-05 - val_loss: 1.6227e-05 - val_mean_squared_error: 1.6227e-05
Epoch 38/500
2236/2239 [============================>.] - ETA: 0s - loss: 4.8330e-05 - mean_squared_error: 4.8330e-05
Epoch 00038: loss did not improve from 0.00005
2239/2239 [==============================] - 11s 5ms/step - loss: 4.8361e-05 - mean_squared_error: 4.8361e-05 - val_loss: 1.7968e-05 - val_mean_squared_error: 1.7968e-05
Epoch 00038: early stopping
Epoch 1/500
2237/2240 [============================>.] - ETA: 0s - loss: 6.9273e-05 - mean_squared_error: 6.9273e-05
Epoch 00001: loss improved from inf to 0.00007, saving model to ./model_LSTM/81\01-0.0000.hdf5
2240/2240 [==============================] - 12s 5ms/step - loss: 6.9272e-05 - mean_squared_error: 6.9272e-05 - val_loss: 1.7516e-05 - val_mean_squared_error: 1.7516e-05
Epoch 2/500
2240/2240 [==============================] - ETA: 0s - loss: 6.1441e-05 - mean_squared_error: 6.1441e-05
Epoch 00002: loss improved from 0.00007 to 0.00006, saving model to ./model_LSTM/81\02-0.0000.hdf5
2240/2240 [==============================] - 13s 6ms/step - loss: 6.1441e-05 - mean_squared_error: 6.1441e-05 - val_loss: 1.9306e-05 - val_mean_squared_error: 1.9306e-05
Epoch 3/500
2238/2240 [============================>.] - ETA: 0s - loss: 6.0902e-05 - mean_squared_error: 6.0902e-05
Epoch 00003: loss improved from 0.00006 to 0.00006, saving model to ./model_LSTM/81\03-0.0000.hdf5
2240/2240 [==============================] - 14s 6ms/step - loss: 6.0877e-05 - mean_squared_error: 6.0877e-05 - val_loss: 1.8624e-05 - val_mean_squared_error: 1.8624e-05
Epoch 4/500
2237/2240 [============================>.] - ETA: 0s - loss: 5.9943e-05 - mean_squared_error: 5.9943e-05
Epoch 00004: loss improved from 0.00006 to 0.00006, saving model to ./model_LSTM/81\04-0.0000.hdf5
2240/2240 [==============================] - 14s 6ms/step - loss: 5.9901e-05 - mean_squared_error: 5.9901e-05 - val_loss: 2.1606e-05 - val_mean_squared_error: 2.1606e-05
Epoch 5/500
2236/2240 [============================>.] - ETA: 0s - loss: 5.8102e-05 - mean_squared_error: 5.8102e-05
Epoch 00005: loss improved from 0.00006 to 0.00006, saving model to ./model_LSTM/81\05-0.0000.hdf5
2240/2240 [==============================] - 15s 7ms/step - loss: 5.8032e-05 - mean_squared_error: 5.8032e-05 - val_loss: 1.8262e-05 - val_mean_squared_error: 1.8262e-05
Epoch 6/500
2232/2240 [============================>.] - ETA: 0s - loss: 5.7189e-05 - mean_squared_error: 5.7189e-05
Epoch 00006: loss improved from 0.00006 to 0.00006, saving model to ./model_LSTM/81\06-0.0000.hdf5
2240/2240 [==============================] - 13s 6ms/step - loss: 5.7316e-05 - mean_squared_error: 5.7316e-05 - val_loss: 1.7318e-05 - val_mean_squared_error: 1.7318e-05
Epoch 7/500
2239/2240 [============================>.] - ETA: 0s - loss: 5.6844e-05 - mean_squared_error: 5.6844e-05
Epoch 00007: loss improved from 0.00006 to 0.00006, saving model to ./model_LSTM/81\07-0.0000.hdf5
2240/2240 [==============================] - 13s 6ms/step - loss: 5.6841e-05 - mean_squared_error: 5.6841e-05 - val_loss: 1.8843e-05 - val_mean_squared_error: 1.8843e-05
Epoch 8/500
2233/2240 [============================>.] - ETA: 0s - loss: 5.6519e-05 - mean_squared_error: 5.6519e-05
Epoch 00008: loss improved from 0.00006 to 0.00006, saving model to ./model_LSTM/81\08-0.0000.hdf5
2240/2240 [==============================] - 11s 5ms/step - loss: 5.6398e-05 - mean_squared_error: 5.6398e-05 - val_loss: 1.7735e-05 - val_mean_squared_error: 1.7735e-05
Epoch 9/500
2230/2240 [============================>.] - ETA: 0s - loss: 5.5101e-05 - mean_squared_error: 5.5101e-05
Epoch 00009: loss improved from 0.00006 to 0.00006, saving model to ./model_LSTM/81\09-0.0000.hdf5
2240/2240 [==============================] - 11s 5ms/step - loss: 5.5132e-05 - mean_squared_error: 5.5132e-05 - val_loss: 1.7596e-05 - val_mean_squared_error: 1.7596e-05
Epoch 10/500
2237/2240 [============================>.] - ETA: 0s - loss: 5.5637e-05 - mean_squared_error: 5.5637e-05
Epoch 00010: loss did not improve from 0.00006
2240/2240 [==============================] - 11s 5ms/step - loss: 5.5592e-05 - mean_squared_error: 5.5592e-05 - val_loss: 2.0244e-05 - val_mean_squared_error: 2.0244e-05
Epoch 11/500
2234/2240 [============================>.] - ETA: 0s - loss: 5.5891e-05 - mean_squared_error: 5.5891e-05
Epoch 00011: loss did not improve from 0.00006
2240/2240 [==============================] - 12s 5ms/step - loss: 5.6441e-05 - mean_squared_error: 5.6441e-05 - val_loss: 2.2925e-05 - val_mean_squared_error: 2.2925e-05
Epoch 12/500
2240/2240 [==============================] - ETA: 0s - loss: 5.5607e-05 - mean_squared_error: 5.5607e-05
Epoch 00012: loss did not improve from 0.00006
2240/2240 [==============================] - 13s 6ms/step - loss: 5.5607e-05 - mean_squared_error: 5.5607e-05 - val_loss: 1.8054e-05 - val_mean_squared_error: 1.8054e-05
Epoch 13/500
2234/2240 [============================>.] - ETA: 0s - loss: 5.6407e-05 - mean_squared_error: 5.6407e-05
Epoch 00013: loss did not improve from 0.00006
2240/2240 [==============================] - 13s 6ms/step - loss: 5.6343e-05 - mean_squared_error: 5.6343e-05 - val_loss: 1.8207e-05 - val_mean_squared_error: 1.8207e-05
Epoch 14/500
2240/2240 [==============================] - ETA: 0s - loss: 5.5133e-05 - mean_squared_error: 5.5133e-05
Epoch 00014: loss did not improve from 0.00006
2240/2240 [==============================] - 13s 6ms/step - loss: 5.5133e-05 - mean_squared_error: 5.5133e-05 - val_loss: 1.8210e-05 - val_mean_squared_error: 1.8210e-05
Epoch 00014: early stopping
Epoch 1/500
580/586 [============================>.] - ETA: 0s - loss: 5.8301e-04 - mean_squared_error: 5.8301e-04
Epoch 00001: loss improved from inf to 0.00058, saving model to ./model_LSTM/82\01-0.0016.hdf5
586/586 [==============================] - 4s 7ms/step - loss: 5.8078e-04 - mean_squared_error: 5.8078e-04 - val_loss: 0.0016 - val_mean_squared_error: 0.0016
Epoch 2/500
581/586 [============================>.] - ETA: 0s - loss: 5.3885e-04 - mean_squared_error: 5.3885e-04
Epoch 00002: loss improved from 0.00058 to 0.00054, saving model to ./model_LSTM/82\02-0.0016.hdf5
586/586 [==============================] - 4s 7ms/step - loss: 5.3672e-04 - mean_squared_error: 5.3672e-04 - val_loss: 0.0016 - val_mean_squared_error: 0.0016
Epoch 3/500
584/586 [============================>.] - ETA: 0s - loss: 5.2886e-04 - mean_squared_error: 5.2886e-04
Epoch 00003: loss improved from 0.00054 to 0.00053, saving model to ./model_LSTM/82\03-0.0016.hdf5
586/586 [==============================] - 4s 7ms/step - loss: 5.2871e-04 - mean_squared_error: 5.2871e-04 - val_loss: 0.0016 - val_mean_squared_error: 0.0016
Epoch 4/500
583/586 [============================>.] - ETA: 0s - loss: 5.2377e-04 - mean_squared_error: 5.2377e-04
Epoch 00004: loss improved from 0.00053 to 0.00052, saving model to ./model_LSTM/82\04-0.0016.hdf5
586/586 [==============================] - 4s 7ms/step - loss: 5.2331e-04 - mean_squared_error: 5.2331e-04 - val_loss: 0.0016 - val_mean_squared_error: 0.0016
Epoch 5/500
582/586 [============================>.] - ETA: 0s - loss: 5.1923e-04 - mean_squared_error: 5.1923e-04
Epoch 00005: loss improved from 0.00052 to 0.00052, saving model to ./model_LSTM/82\05-0.0016.hdf5
586/586 [==============================] - 4s 6ms/step - loss: 5.1804e-04 - mean_squared_error: 5.1804e-04 - val_loss: 0.0016 - val_mean_squared_error: 0.0016
Epoch 6/500
586/586 [==============================] - ETA: 0s - loss: 5.0875e-04 - mean_squared_error: 5.0875e-04
Epoch 00006: loss improved from 0.00052 to 0.00051, saving model to ./model_LSTM/82\06-0.0016.hdf5
586/586 [==============================] - 4s 6ms/step - loss: 5.0875e-04 - mean_squared_error: 5.0875e-04 - val_loss: 0.0016 - val_mean_squared_error: 0.0016
Epoch 7/500
583/586 [============================>.] - ETA: 0s - loss: 5.0376e-04 - mean_squared_error: 5.0376e-04
Epoch 00007: loss improved from 0.00051 to 0.00050, saving model to ./model_LSTM/82\07-0.0016.hdf5
586/586 [==============================] - 3s 6ms/step - loss: 5.0403e-04 - mean_squared_error: 5.0403e-04 - val_loss: 0.0016 - val_mean_squared_error: 0.0016
Epoch 8/500
581/586 [============================>.] - ETA: 0s - loss: 4.9785e-04 - mean_squared_error: 4.9785e-04
Epoch 00008: loss improved from 0.00050 to 0.00050, saving model to ./model_LSTM/82\08-0.0016.hdf5
586/586 [==============================] - 3s 6ms/step - loss: 5.0042e-04 - mean_squared_error: 5.0042e-04 - val_loss: 0.0016 - val_mean_squared_error: 0.0016
Epoch 9/500
584/586 [============================>.] - ETA: 0s - loss: 4.8943e-04 - mean_squared_error: 4.8943e-04
Epoch 00009: loss improved from 0.00050 to 0.00049, saving model to ./model_LSTM/82\09-0.0016.hdf5
586/586 [==============================] - 3s 6ms/step - loss: 4.9197e-04 - mean_squared_error: 4.9197e-04 - val_loss: 0.0016 - val_mean_squared_error: 0.0016
Epoch 10/500
585/586 [============================>.] - ETA: 0s - loss: 4.9745e-04 - mean_squared_error: 4.9745e-04
Epoch 00010: loss did not improve from 0.00049
586/586 [==============================] - 3s 5ms/step - loss: 4.9737e-04 - mean_squared_error: 4.9737e-04 - val_loss: 0.0016 - val_mean_squared_error: 0.0016
Epoch 11/500
579/586 [============================>.] - ETA: 0s - loss: 4.9677e-04 - mean_squared_error: 4.9677e-04
Epoch 00011: loss did not improve from 0.00049
586/586 [==============================] - 3s 5ms/step - loss: 4.9327e-04 - mean_squared_error: 4.9327e-04 - val_loss: 0.0016 - val_mean_squared_error: 0.0016
Epoch 12/500
578/586 [============================>.] - ETA: 0s - loss: 4.8917e-04 - mean_squared_error: 4.8917e-04
Epoch 00012: loss improved from 0.00049 to 0.00049, saving model to ./model_LSTM/82\12-0.0016.hdf5
586/586 [==============================] - 3s 5ms/step - loss: 4.8822e-04 - mean_squared_error: 4.8822e-04 - val_loss: 0.0016 - val_mean_squared_error: 0.0016
Epoch 13/500
581/586 [============================>.] - ETA: 0s - loss: 4.9146e-04 - mean_squared_error: 4.9146e-04
Epoch 00013: loss did not improve from 0.00049
586/586 [==============================] - 3s 5ms/step - loss: 4.8929e-04 - mean_squared_error: 4.8929e-04 - val_loss: 0.0016 - val_mean_squared_error: 0.0016
Epoch 14/500
578/586 [============================>.] - ETA: 0s - loss: 4.8544e-04 - mean_squared_error: 4.8544e-04
Epoch 00014: loss improved from 0.00049 to 0.00048, saving model to ./model_LSTM/82\14-0.0016.hdf5
586/586 [==============================] - 3s 5ms/step - loss: 4.8430e-04 - mean_squared_error: 4.8430e-04 - val_loss: 0.0016 - val_mean_squared_error: 0.0016
Epoch 15/500
575/586 [============================>.] - ETA: 0s - loss: 4.8211e-04 - mean_squared_error: 4.8211e-04
Epoch 00015: loss improved from 0.00048 to 0.00048, saving model to ./model_LSTM/82\15-0.0016.hdf5
586/586 [==============================] - 3s 5ms/step - loss: 4.8176e-04 - mean_squared_error: 4.8176e-04 - val_loss: 0.0016 - val_mean_squared_error: 0.0016
Epoch 16/500
577/586 [============================>.] - ETA: 0s - loss: 4.7199e-04 - mean_squared_error: 4.7199e-04
Epoch 00016: loss improved from 0.00048 to 0.00048, saving model to ./model_LSTM/82\16-0.0016.hdf5
586/586 [==============================] - 3s 5ms/step - loss: 4.8046e-04 - mean_squared_error: 4.8046e-04 - val_loss: 0.0016 - val_mean_squared_error: 0.0016
Epoch 17/500
580/586 [============================>.] - ETA: 0s - loss: 4.7761e-04 - mean_squared_error: 4.7761e-04
Epoch 00017: loss improved from 0.00048 to 0.00048, saving model to ./model_LSTM/82\17-0.0016.hdf5
586/586 [==============================] - 3s 5ms/step - loss: 4.7803e-04 - mean_squared_error: 4.7803e-04 - val_loss: 0.0016 - val_mean_squared_error: 0.0016
Epoch 18/500
579/586 [============================>.] - ETA: 0s - loss: 4.7514e-04 - mean_squared_error: 4.7514e-04
Epoch 00018: loss improved from 0.00048 to 0.00048, saving model to ./model_LSTM/82\18-0.0016.hdf5
586/586 [==============================] - 3s 5ms/step - loss: 4.7625e-04 - mean_squared_error: 4.7625e-04 - val_loss: 0.0016 - val_mean_squared_error: 0.0016
Epoch 19/500
574/586 [============================>.] - ETA: 0s - loss: 4.7685e-04 - mean_squared_error: 4.7685e-04
Epoch 00019: loss improved from 0.00048 to 0.00047, saving model to ./model_LSTM/82\19-0.0016.hdf5
586/586 [==============================] - 3s 5ms/step - loss: 4.7254e-04 - mean_squared_error: 4.7254e-04 - val_loss: 0.0016 - val_mean_squared_error: 0.0016
Epoch 20/500
585/586 [============================>.] - ETA: 0s - loss: 4.7319e-04 - mean_squared_error: 4.7319e-04
Epoch 00020: loss did not improve from 0.00047
586/586 [==============================] - 3s 5ms/step - loss: 4.7318e-04 - mean_squared_error: 4.7318e-04 - val_loss: 0.0016 - val_mean_squared_error: 0.0016
Epoch 21/500
581/586 [============================>.] - ETA: 0s - loss: 4.6668e-04 - mean_squared_error: 4.6668e-04
Epoch 00021: loss improved from 0.00047 to 0.00047, saving model to ./model_LSTM/82\21-0.0016.hdf5
586/586 [==============================] - 3s 5ms/step - loss: 4.6549e-04 - mean_squared_error: 4.6549e-04 - val_loss: 0.0016 - val_mean_squared_error: 0.0016
Epoch 22/500
577/586 [============================>.] - ETA: 0s - loss: 4.6794e-04 - mean_squared_error: 4.6794e-04
Epoch 00022: loss did not improve from 0.00047
586/586 [==============================] - 3s 5ms/step - loss: 4.6607e-04 - mean_squared_error: 4.6607e-04 - val_loss: 0.0016 - val_mean_squared_error: 0.0016
Epoch 23/500
577/586 [============================>.] - ETA: 0s - loss: 4.6650e-04 - mean_squared_error: 4.6650e-04
Epoch 00023: loss improved from 0.00047 to 0.00046, saving model to ./model_LSTM/82\23-0.0016.hdf5
586/586 [==============================] - 3s 5ms/step - loss: 4.6477e-04 - mean_squared_error: 4.6477e-04 - val_loss: 0.0016 - val_mean_squared_error: 0.0016
Epoch 24/500
584/586 [============================>.] - ETA: 0s - loss: 4.6634e-04 - mean_squared_error: 4.6634e-04
Epoch 00024: loss did not improve from 0.00046
586/586 [==============================] - 3s 5ms/step - loss: 4.6590e-04 - mean_squared_error: 4.6590e-04 - val_loss: 0.0016 - val_mean_squared_error: 0.0016
Epoch 25/500
584/586 [============================>.] - ETA: 0s - loss: 4.5741e-04 - mean_squared_error: 4.5741e-04
Epoch 00025: loss improved from 0.00046 to 0.00046, saving model to ./model_LSTM/82\25-0.0016.hdf5
586/586 [==============================] - 3s 5ms/step - loss: 4.5728e-04 - mean_squared_error: 4.5728e-04 - val_loss: 0.0016 - val_mean_squared_error: 0.0016
Epoch 26/500
584/586 [============================>.] - ETA: 0s - loss: 4.5882e-04 - mean_squared_error: 4.5882e-04
Epoch 00026: loss did not improve from 0.00046
586/586 [==============================] - 3s 5ms/step - loss: 4.5863e-04 - mean_squared_error: 4.5863e-04 - val_loss: 0.0017 - val_mean_squared_error: 0.0017
Epoch 27/500
577/586 [============================>.] - ETA: 0s - loss: 4.6330e-04 - mean_squared_error: 4.6330e-04
Epoch 00027: loss did not improve from 0.00046
586/586 [==============================] - 3s 5ms/step - loss: 4.6214e-04 - mean_squared_error: 4.6214e-04 - val_loss: 0.0017 - val_mean_squared_error: 0.0017
Epoch 28/500
580/586 [============================>.] - ETA: 0s - loss: 4.5872e-04 - mean_squared_error: 4.5872e-04
Epoch 00028: loss improved from 0.00046 to 0.00046, saving model to ./model_LSTM/82\28-0.0016.hdf5
586/586 [==============================] - 3s 5ms/step - loss: 4.5652e-04 - mean_squared_error: 4.5652e-04 - val_loss: 0.0016 - val_mean_squared_error: 0.0016
Epoch 29/500
575/586 [============================>.] - ETA: 0s - loss: 4.4441e-04 - mean_squared_error: 4.4441e-04
Epoch 00029: loss improved from 0.00046 to 0.00044, saving model to ./model_LSTM/82\29-0.0016.hdf5
586/586 [==============================] - 3s 5ms/step - loss: 4.4445e-04 - mean_squared_error: 4.4445e-04 - val_loss: 0.0016 - val_mean_squared_error: 0.0016
Epoch 30/500
578/586 [============================>.] - ETA: 0s - loss: 4.6914e-04 - mean_squared_error: 4.6914e-04
Epoch 00030: loss did not improve from 0.00044
586/586 [==============================] - 3s 5ms/step - loss: 4.6646e-04 - mean_squared_error: 4.6646e-04 - val_loss: 0.0016 - val_mean_squared_error: 0.0016
Epoch 31/500
583/586 [============================>.] - ETA: 0s - loss: 4.4552e-04 - mean_squared_error: 4.4552e-04
Epoch 00031: loss did not improve from 0.00044
586/586 [==============================] - 3s 5ms/step - loss: 4.4496e-04 - mean_squared_error: 4.4496e-04 - val_loss: 0.0016 - val_mean_squared_error: 0.0016
Epoch 32/500
584/586 [============================>.] - ETA: 0s - loss: 4.3904e-04 - mean_squared_error: 4.3904e-04
Epoch 00032: loss improved from 0.00044 to 0.00044, saving model to ./model_LSTM/82\32-0.0016.hdf5
586/586 [==============================] - 3s 5ms/step - loss: 4.3915e-04 - mean_squared_error: 4.3915e-04 - val_loss: 0.0016 - val_mean_squared_error: 0.0016
Epoch 33/500
580/586 [============================>.] - ETA: 0s - loss: 4.3839e-04 - mean_squared_error: 4.3839e-04
Epoch 00033: loss improved from 0.00044 to 0.00044, saving model to ./model_LSTM/82\33-0.0016.hdf5
586/586 [==============================] - 3s 5ms/step - loss: 4.3622e-04 - mean_squared_error: 4.3622e-04 - val_loss: 0.0016 - val_mean_squared_error: 0.0016
Epoch 34/500
585/586 [============================>.] - ETA: 0s - loss: 4.3285e-04 - mean_squared_error: 4.3285e-04
Epoch 00034: loss improved from 0.00044 to 0.00043, saving model to ./model_LSTM/82\34-0.0016.hdf5
586/586 [==============================] - 3s 6ms/step - loss: 4.3280e-04 - mean_squared_error: 4.3280e-04 - val_loss: 0.0016 - val_mean_squared_error: 0.0016
Epoch 35/500
583/586 [============================>.] - ETA: 0s - loss: 4.3194e-04 - mean_squared_error: 4.3194e-04
Epoch 00035: loss improved from 0.00043 to 0.00043, saving model to ./model_LSTM/82\35-0.0017.hdf5
586/586 [==============================] - 3s 6ms/step - loss: 4.3174e-04 - mean_squared_error: 4.3174e-04 - val_loss: 0.0017 - val_mean_squared_error: 0.0017
Epoch 36/500
578/586 [============================>.] - ETA: 0s - loss: 4.3409e-04 - mean_squared_error: 4.3409e-04
Epoch 00036: loss improved from 0.00043 to 0.00043, saving model to ./model_LSTM/82\36-0.0017.hdf5
586/586 [==============================] - 3s 5ms/step - loss: 4.3124e-04 - mean_squared_error: 4.3124e-04 - val_loss: 0.0017 - val_mean_squared_error: 0.0017
Epoch 37/500
585/586 [============================>.] - ETA: 0s - loss: 4.3161e-04 - mean_squared_error: 4.3161e-04
Epoch 00037: loss did not improve from 0.00043
586/586 [==============================] - 3s 6ms/step - loss: 4.3157e-04 - mean_squared_error: 4.3157e-04 - val_loss: 0.0017 - val_mean_squared_error: 0.0017
Epoch 38/500
579/586 [============================>.] - ETA: 0s - loss: 4.3329e-04 - mean_squared_error: 4.3329e-04
Epoch 00038: loss improved from 0.00043 to 0.00043, saving model to ./model_LSTM/82\38-0.0017.hdf5
586/586 [==============================] - 3s 5ms/step - loss: 4.3101e-04 - mean_squared_error: 4.3101e-04 - val_loss: 0.0017 - val_mean_squared_error: 0.0017
Epoch 39/500
576/586 [============================>.] - ETA: 0s - loss: 4.3345e-04 - mean_squared_error: 4.3345e-04
Epoch 00039: loss did not improve from 0.00043
586/586 [==============================] - 3s 5ms/step - loss: 4.3197e-04 - mean_squared_error: 4.3197e-04 - val_loss: 0.0016 - val_mean_squared_error: 0.0016
Epoch 40/500
579/586 [============================>.] - ETA: 0s - loss: 4.4069e-04 - mean_squared_error: 4.4069e-04
Epoch 00040: loss did not improve from 0.00043
586/586 [==============================] - 3s 6ms/step - loss: 4.4198e-04 - mean_squared_error: 4.4198e-04 - val_loss: 0.0017 - val_mean_squared_error: 0.0017
Epoch 41/500
586/586 [==============================] - ETA: 0s - loss: 4.2790e-04 - mean_squared_error: 4.2790e-04
Epoch 00041: loss improved from 0.00043 to 0.00043, saving model to ./model_LSTM/82\41-0.0017.hdf5
586/586 [==============================] - 3s 6ms/step - loss: 4.2790e-04 - mean_squared_error: 4.2790e-04 - val_loss: 0.0017 - val_mean_squared_error: 0.0017
Epoch 42/500
585/586 [============================>.] - ETA: 0s - loss: 4.2547e-04 - mean_squared_error: 4.2547e-04
Epoch 00042: loss improved from 0.00043 to 0.00043, saving model to ./model_LSTM/82\42-0.0017.hdf5
586/586 [==============================] - 3s 6ms/step - loss: 4.2549e-04 - mean_squared_error: 4.2549e-04 - val_loss: 0.0017 - val_mean_squared_error: 0.0017
Epoch 43/500
585/586 [============================>.] - ETA: 0s - loss: 4.2295e-04 - mean_squared_error: 4.2295e-04
Epoch 00043: loss improved from 0.00043 to 0.00042, saving model to ./model_LSTM/82\43-0.0017.hdf5
586/586 [==============================] - 4s 6ms/step - loss: 4.2343e-04 - mean_squared_error: 4.2343e-04 - val_loss: 0.0017 - val_mean_squared_error: 0.0017
Epoch 44/500
583/586 [============================>.] - ETA: 0s - loss: 4.2727e-04 - mean_squared_error: 4.2727e-04
Epoch 00044: loss did not improve from 0.00042
586/586 [==============================] - 4s 6ms/step - loss: 4.2628e-04 - mean_squared_error: 4.2628e-04 - val_loss: 0.0017 - val_mean_squared_error: 0.0017
Epoch 45/500
578/586 [============================>.] - ETA: 0s - loss: 4.2082e-04 - mean_squared_error: 4.2082e-04
Epoch 00045: loss improved from 0.00042 to 0.00042, saving model to ./model_LSTM/82\45-0.0017.hdf5
586/586 [==============================] - 4s 6ms/step - loss: 4.2188e-04 - mean_squared_error: 4.2188e-04 - val_loss: 0.0017 - val_mean_squared_error: 0.0017
Epoch 46/500
580/586 [============================>.] - ETA: 0s - loss: 4.2740e-04 - mean_squared_error: 4.2740e-04
Epoch 00046: loss did not improve from 0.00042
586/586 [==============================] - 4s 6ms/step - loss: 4.2715e-04 - mean_squared_error: 4.2715e-04 - val_loss: 0.0017 - val_mean_squared_error: 0.0017
Epoch 47/500
583/586 [============================>.] - ETA: 0s - loss: 4.2181e-04 - mean_squared_error: 4.2181e-04
Epoch 00047: loss did not improve from 0.00042
586/586 [==============================] - 4s 6ms/step - loss: 4.2195e-04 - mean_squared_error: 4.2195e-04 - val_loss: 0.0017 - val_mean_squared_error: 0.0017
Epoch 48/500
582/586 [============================>.] - ETA: 0s - loss: 4.2061e-04 - mean_squared_error: 4.2061e-04
Epoch 00048: loss improved from 0.00042 to 0.00042, saving model to ./model_LSTM/82\48-0.0017.hdf5
586/586 [==============================] - 4s 7ms/step - loss: 4.1949e-04 - mean_squared_error: 4.1949e-04 - val_loss: 0.0017 - val_mean_squared_error: 0.0017
Epoch 49/500
584/586 [============================>.] - ETA: 0s - loss: 4.2372e-04 - mean_squared_error: 4.2372e-04
Epoch 00049: loss did not improve from 0.00042
586/586 [==============================] - 4s 7ms/step - loss: 4.2339e-04 - mean_squared_error: 4.2339e-04 - val_loss: 0.0017 - val_mean_squared_error: 0.0017
Epoch 50/500
583/586 [============================>.] - ETA: 0s - loss: 4.1880e-04 - mean_squared_error: 4.1880e-04
Epoch 00050: loss improved from 0.00042 to 0.00042, saving model to ./model_LSTM/82\50-0.0017.hdf5
586/586 [==============================] - 4s 7ms/step - loss: 4.1844e-04 - mean_squared_error: 4.1844e-04 - val_loss: 0.0017 - val_mean_squared_error: 0.0017
Epoch 51/500
585/586 [============================>.] - ETA: 0s - loss: 4.1714e-04 - mean_squared_error: 4.1714e-04
Epoch 00051: loss improved from 0.00042 to 0.00042, saving model to ./model_LSTM/82\51-0.0017.hdf5
586/586 [==============================] - 4s 7ms/step - loss: 4.1708e-04 - mean_squared_error: 4.1708e-04 - val_loss: 0.0017 - val_mean_squared_error: 0.0017
Epoch 52/500
582/586 [============================>.] - ETA: 0s - loss: 4.1500e-04 - mean_squared_error: 4.1500e-04
Epoch 00052: loss improved from 0.00042 to 0.00041, saving model to ./model_LSTM/82\52-0.0017.hdf5
586/586 [==============================] - 3s 6ms/step - loss: 4.1447e-04 - mean_squared_error: 4.1447e-04 - val_loss: 0.0017 - val_mean_squared_error: 0.0017
Epoch 53/500
577/586 [============================>.] - ETA: 0s - loss: 4.1663e-04 - mean_squared_error: 4.1663e-04
Epoch 00053: loss did not improve from 0.00041
586/586 [==============================] - 3s 6ms/step - loss: 4.1752e-04 - mean_squared_error: 4.1752e-04 - val_loss: 0.0017 - val_mean_squared_error: 0.0017
Epoch 54/500
584/586 [============================>.] - ETA: 0s - loss: 4.1269e-04 - mean_squared_error: 4.1269e-04
Epoch 00054: loss improved from 0.00041 to 0.00041, saving model to ./model_LSTM/82\54-0.0017.hdf5
586/586 [==============================] - 3s 5ms/step - loss: 4.1336e-04 - mean_squared_error: 4.1336e-04 - val_loss: 0.0017 - val_mean_squared_error: 0.0017
Epoch 55/500
580/586 [============================>.] - ETA: 0s - loss: 4.1497e-04 - mean_squared_error: 4.1497e-04
Epoch 00055: loss did not improve from 0.00041
586/586 [==============================] - 3s 5ms/step - loss: 4.1524e-04 - mean_squared_error: 4.1524e-04 - val_loss: 0.0017 - val_mean_squared_error: 0.0017
Epoch 56/500
579/586 [============================>.] - ETA: 0s - loss: 4.1220e-04 - mean_squared_error: 4.1220e-04
Epoch 00056: loss improved from 0.00041 to 0.00041, saving model to ./model_LSTM/82\56-0.0017.hdf5
586/586 [==============================] - 3s 5ms/step - loss: 4.1046e-04 - mean_squared_error: 4.1046e-04 - val_loss: 0.0017 - val_mean_squared_error: 0.0017
Epoch 57/500
584/586 [============================>.] - ETA: 0s - loss: 4.2059e-04 - mean_squared_error: 4.2059e-04
Epoch 00057: loss did not improve from 0.00041
586/586 [==============================] - 3s 5ms/step - loss: 4.2032e-04 - mean_squared_error: 4.2032e-04 - val_loss: 0.0017 - val_mean_squared_error: 0.0017
Epoch 58/500
585/586 [============================>.] - ETA: 0s - loss: 4.1406e-04 - mean_squared_error: 4.1406e-04
Epoch 00058: loss did not improve from 0.00041
586/586 [==============================] - 3s 5ms/step - loss: 4.1402e-04 - mean_squared_error: 4.1402e-04 - val_loss: 0.0017 - val_mean_squared_error: 0.0017
Epoch 59/500
581/586 [============================>.] - ETA: 0s - loss: 4.1058e-04 - mean_squared_error: 4.1058e-04
Epoch 00059: loss did not improve from 0.00041
586/586 [==============================] - 3s 5ms/step - loss: 4.1285e-04 - mean_squared_error: 4.1285e-04 - val_loss: 0.0017 - val_mean_squared_error: 0.0017
Epoch 60/500
584/586 [============================>.] - ETA: 0s - loss: 4.1047e-04 - mean_squared_error: 4.1047e-04
Epoch 00060: loss did not improve from 0.00041
586/586 [==============================] - 3s 5ms/step - loss: 4.1103e-04 - mean_squared_error: 4.1103e-04 - val_loss: 0.0017 - val_mean_squared_error: 0.0017
Epoch 61/500
578/586 [============================>.] - ETA: 0s - loss: 4.1010e-04 - mean_squared_error: 4.1010e-04
Epoch 00061: loss did not improve from 0.00041
586/586 [==============================] - 3s 5ms/step - loss: 4.1231e-04 - mean_squared_error: 4.1231e-04 - val_loss: 0.0017 - val_mean_squared_error: 0.0017
Epoch 00061: early stopping
Epoch 1/500
582/586 [============================>.] - ETA: 0s - loss: 4.1537e-04 - mean_squared_error: 4.1537e-04
Epoch 00001: loss improved from inf to 0.00041, saving model to ./model_LSTM/83\01-0.0017.hdf5
586/586 [==============================] - 3s 5ms/step - loss: 4.1441e-04 - mean_squared_error: 4.1441e-04 - val_loss: 0.0017 - val_mean_squared_error: 0.0017
Epoch 2/500
578/586 [============================>.] - ETA: 0s - loss: 4.1339e-04 - mean_squared_error: 4.1339e-04
Epoch 00002: loss improved from 0.00041 to 0.00041, saving model to ./model_LSTM/83\02-0.0017.hdf5
586/586 [==============================] - 3s 5ms/step - loss: 4.1121e-04 - mean_squared_error: 4.1121e-04 - val_loss: 0.0017 - val_mean_squared_error: 0.0017
Epoch 3/500
580/586 [============================>.] - ETA: 0s - loss: 4.2529e-04 - mean_squared_error: 4.2529e-04
Epoch 00003: loss did not improve from 0.00041
586/586 [==============================] - 3s 5ms/step - loss: 4.2415e-04 - mean_squared_error: 4.2415e-04 - val_loss: 0.0017 - val_mean_squared_error: 0.0017
Epoch 4/500
574/586 [============================>.] - ETA: 0s - loss: 4.0710e-04 - mean_squared_error: 4.0710e-04
Epoch 00004: loss improved from 0.00041 to 0.00041, saving model to ./model_LSTM/83\04-0.0017.hdf5
586/586 [==============================] - 3s 5ms/step - loss: 4.0662e-04 - mean_squared_error: 4.0662e-04 - val_loss: 0.0017 - val_mean_squared_error: 0.0017
Epoch 5/500
584/586 [============================>.] - ETA: 0s - loss: 4.0074e-04 - mean_squared_error: 4.0074e-04
Epoch 00005: loss improved from 0.00041 to 0.00040, saving model to ./model_LSTM/83\05-0.0017.hdf5
586/586 [==============================] - 3s 5ms/step - loss: 4.0257e-04 - mean_squared_error: 4.0257e-04 - val_loss: 0.0017 - val_mean_squared_error: 0.0017
Epoch 6/500
585/586 [============================>.] - ETA: 0s - loss: 4.0047e-04 - mean_squared_error: 4.0047e-04
Epoch 00006: loss improved from 0.00040 to 0.00040, saving model to ./model_LSTM/83\06-0.0017.hdf5
586/586 [==============================] - 3s 5ms/step - loss: 4.0042e-04 - mean_squared_error: 4.0042e-04 - val_loss: 0.0017 - val_mean_squared_error: 0.0017
Epoch 7/500
583/586 [============================>.] - ETA: 0s - loss: 4.0494e-04 - mean_squared_error: 4.0494e-04
Epoch 00007: loss did not improve from 0.00040
586/586 [==============================] - 3s 5ms/step - loss: 4.0439e-04 - mean_squared_error: 4.0439e-04 - val_loss: 0.0017 - val_mean_squared_error: 0.0017
Epoch 8/500
580/586 [============================>.] - ETA: 0s - loss: 4.0579e-04 - mean_squared_error: 4.0579e-04
Epoch 00008: loss did not improve from 0.00040
586/586 [==============================] - 3s 5ms/step - loss: 4.0412e-04 - mean_squared_error: 4.0412e-04 - val_loss: 0.0017 - val_mean_squared_error: 0.0017
Epoch 9/500
585/586 [============================>.] - ETA: 0s - loss: 4.0144e-04 - mean_squared_error: 4.0144e-04
Epoch 00009: loss did not improve from 0.00040
586/586 [==============================] - 3s 5ms/step - loss: 4.0141e-04 - mean_squared_error: 4.0141e-04 - val_loss: 0.0017 - val_mean_squared_error: 0.0017
Epoch 10/500
585/586 [============================>.] - ETA: 0s - loss: 4.0370e-04 - mean_squared_error: 4.0370e-04
Epoch 00010: loss did not improve from 0.00040
586/586 [==============================] - 3s 5ms/step - loss: 4.0366e-04 - mean_squared_error: 4.0366e-04 - val_loss: 0.0017 - val_mean_squared_error: 0.0017
Epoch 11/500
580/586 [============================>.] - ETA: 0s - loss: 3.9381e-04 - mean_squared_error: 3.9381e-04
Epoch 00011: loss improved from 0.00040 to 0.00040, saving model to ./model_LSTM/83\11-0.0018.hdf5
586/586 [==============================] - 3s 5ms/step - loss: 3.9537e-04 - mean_squared_error: 3.9537e-04 - val_loss: 0.0018 - val_mean_squared_error: 0.0018
Epoch 12/500
584/586 [============================>.] - ETA: 0s - loss: 4.0158e-04 - mean_squared_error: 4.0158e-04
Epoch 00012: loss did not improve from 0.00040
586/586 [==============================] - 3s 5ms/step - loss: 4.0121e-04 - mean_squared_error: 4.0121e-04 - val_loss: 0.0018 - val_mean_squared_error: 0.0018
Epoch 13/500
582/586 [============================>.] - ETA: 0s - loss: 4.0002e-04 - mean_squared_error: 4.0002e-04
Epoch 00013: loss did not improve from 0.00040
586/586 [==============================] - 3s 5ms/step - loss: 4.0154e-04 - mean_squared_error: 4.0154e-04 - val_loss: 0.0018 - val_mean_squared_error: 0.0018
Epoch 14/500
575/586 [============================>.] - ETA: 0s - loss: 4.3346e-04 - mean_squared_error: 4.3346e-04
Epoch 00014: loss did not improve from 0.00040
586/586 [==============================] - 3s 5ms/step - loss: 4.2978e-04 - mean_squared_error: 4.2978e-04 - val_loss: 0.0017 - val_mean_squared_error: 0.0017
Epoch 15/500
580/586 [============================>.] - ETA: 0s - loss: 4.1067e-04 - mean_squared_error: 4.1067e-04
Epoch 00015: loss did not improve from 0.00040
586/586 [==============================] - 3s 5ms/step - loss: 4.1025e-04 - mean_squared_error: 4.1025e-04 - val_loss: 0.0017 - val_mean_squared_error: 0.0017
Epoch 16/500
583/586 [============================>.] - ETA: 0s - loss: 3.9047e-04 - mean_squared_error: 3.9047e-04
Epoch 00016: loss improved from 0.00040 to 0.00039, saving model to ./model_LSTM/83\16-0.0017.hdf5
586/586 [==============================] - 3s 5ms/step - loss: 3.9017e-04 - mean_squared_error: 3.9017e-04 - val_loss: 0.0017 - val_mean_squared_error: 0.0017
Epoch 17/500
582/586 [============================>.] - ETA: 0s - loss: 3.9083e-04 - mean_squared_error: 3.9083e-04
Epoch 00017: loss did not improve from 0.00039
586/586 [==============================] - 3s 5ms/step - loss: 3.9024e-04 - mean_squared_error: 3.9024e-04 - val_loss: 0.0017 - val_mean_squared_error: 0.0017
Epoch 18/500
583/586 [============================>.] - ETA: 0s - loss: 3.9341e-04 - mean_squared_error: 3.9341e-04
Epoch 00018: loss did not improve from 0.00039
586/586 [==============================] - 3s 5ms/step - loss: 3.9253e-04 - mean_squared_error: 3.9253e-04 - val_loss: 0.0017 - val_mean_squared_error: 0.0017
Epoch 19/500
586/586 [==============================] - ETA: 0s - loss: 3.9650e-04 - mean_squared_error: 3.9650e-04
Epoch 00019: loss did not improve from 0.00039
586/586 [==============================] - 3s 5ms/step - loss: 3.9650e-04 - mean_squared_error: 3.9650e-04 - val_loss: 0.0017 - val_mean_squared_error: 0.0017
Epoch 20/500
586/586 [==============================] - ETA: 0s - loss: 3.9116e-04 - mean_squared_error: 3.9116e-04
Epoch 00020: loss did not improve from 0.00039
586/586 [==============================] - 3s 5ms/step - loss: 3.9116e-04 - mean_squared_error: 3.9116e-04 - val_loss: 0.0017 - val_mean_squared_error: 0.0017
Epoch 21/500
581/586 [============================>.] - ETA: 0s - loss: 3.8988e-04 - mean_squared_error: 3.8988e-04
Epoch 00021: loss improved from 0.00039 to 0.00039, saving model to ./model_LSTM/83\21-0.0018.hdf5
586/586 [==============================] - 3s 6ms/step - loss: 3.8886e-04 - mean_squared_error: 3.8886e-04 - val_loss: 0.0018 - val_mean_squared_error: 0.0018
Epoch 22/500
579/586 [============================>.] - ETA: 0s - loss: 3.9704e-04 - mean_squared_error: 3.9704e-04
Epoch 00022: loss did not improve from 0.00039
586/586 [==============================] - 3s 6ms/step - loss: 4.1201e-04 - mean_squared_error: 4.1201e-04 - val_loss: 0.0018 - val_mean_squared_error: 0.0018
Epoch 23/500
582/586 [============================>.] - ETA: 0s - loss: 4.0600e-04 - mean_squared_error: 4.0600e-04
Epoch 00023: loss did not improve from 0.00039
586/586 [==============================] - 3s 6ms/step - loss: 4.0659e-04 - mean_squared_error: 4.0659e-04 - val_loss: 0.0017 - val_mean_squared_error: 0.0017
Epoch 24/500
580/586 [============================>.] - ETA: 0s - loss: 4.0227e-04 - mean_squared_error: 4.0227e-04
Epoch 00024: loss did not improve from 0.00039
586/586 [==============================] - 3s 6ms/step - loss: 4.0026e-04 - mean_squared_error: 4.0026e-04 - val_loss: 0.0018 - val_mean_squared_error: 0.0018
Epoch 25/500
579/586 [============================>.] - ETA: 0s - loss: 3.8502e-04 - mean_squared_error: 3.8502e-04
Epoch 00025: loss did not improve from 0.00039
586/586 [==============================] - 3s 6ms/step - loss: 4.0668e-04 - mean_squared_error: 4.0668e-04 - val_loss: 0.0017 - val_mean_squared_error: 0.0017
Epoch 26/500
584/586 [============================>.] - ETA: 0s - loss: 3.9066e-04 - mean_squared_error: 3.9066e-04
Epoch 00026: loss did not improve from 0.00039
586/586 [==============================] - 3s 6ms/step - loss: 3.9246e-04 - mean_squared_error: 3.9246e-04 - val_loss: 0.0017 - val_mean_squared_error: 0.0017
Epoch 00026: early stopping
Epoch 1/500
2162/2162 [==============================] - ETA: 0s - loss: 5.7986e-04 - mean_squared_error: 5.7986e-04
Epoch 00001: loss improved from inf to 0.00058, saving model to ./model_LSTM/84\01-0.0003.hdf5
2162/2162 [==============================] - 14s 6ms/step - loss: 5.7986e-04 - mean_squared_error: 5.7986e-04 - val_loss: 2.9172e-04 - val_mean_squared_error: 2.9172e-04
Epoch 2/500
2162/2162 [==============================] - ETA: 0s - loss: 3.3984e-04 - mean_squared_error: 3.3984e-04
Epoch 00002: loss improved from 0.00058 to 0.00034, saving model to ./model_LSTM/84\02-0.0002.hdf5
2162/2162 [==============================] - 15s 7ms/step - loss: 3.3984e-04 - mean_squared_error: 3.3984e-04 - val_loss: 1.9485e-04 - val_mean_squared_error: 1.9485e-04
Epoch 3/500
2161/2162 [============================>.] - ETA: 0s - loss: 2.7485e-04 - mean_squared_error: 2.7485e-04
Epoch 00003: loss improved from 0.00034 to 0.00027, saving model to ./model_LSTM/84\03-0.0002.hdf5
2162/2162 [==============================] - 15s 7ms/step - loss: 2.7490e-04 - mean_squared_error: 2.7490e-04 - val_loss: 2.0002e-04 - val_mean_squared_error: 2.0002e-04
Epoch 4/500
2160/2162 [============================>.] - ETA: 0s - loss: 2.4334e-04 - mean_squared_error: 2.4334e-04
Epoch 00004: loss improved from 0.00027 to 0.00024, saving model to ./model_LSTM/84\04-0.0002.hdf5
2162/2162 [==============================] - 14s 6ms/step - loss: 2.4328e-04 - mean_squared_error: 2.4328e-04 - val_loss: 1.6127e-04 - val_mean_squared_error: 1.6127e-04
Epoch 5/500
2162/2162 [==============================] - ETA: 0s - loss: 2.2875e-04 - mean_squared_error: 2.2875e-04
Epoch 00005: loss improved from 0.00024 to 0.00023, saving model to ./model_LSTM/84\05-0.0002.hdf5
2162/2162 [==============================] - 13s 6ms/step - loss: 2.2875e-04 - mean_squared_error: 2.2875e-04 - val_loss: 1.6023e-04 - val_mean_squared_error: 1.6023e-04
Epoch 6/500
2151/2162 [============================>.] - ETA: 0s - loss: 2.1224e-04 - mean_squared_error: 2.1224e-04
Epoch 00006: loss improved from 0.00023 to 0.00021, saving model to ./model_LSTM/84\06-0.0001.hdf5
2162/2162 [==============================] - 11s 5ms/step - loss: 2.1193e-04 - mean_squared_error: 2.1193e-04 - val_loss: 1.3965e-04 - val_mean_squared_error: 1.3965e-04
Epoch 7/500
2160/2162 [============================>.] - ETA: 0s - loss: 2.0629e-04 - mean_squared_error: 2.0629e-04
Epoch 00007: loss improved from 0.00021 to 0.00021, saving model to ./model_LSTM/84\07-0.0002.hdf5
2162/2162 [==============================] - 11s 5ms/step - loss: 2.0624e-04 - mean_squared_error: 2.0624e-04 - val_loss: 1.5322e-04 - val_mean_squared_error: 1.5322e-04
Epoch 8/500
2156/2162 [============================>.] - ETA: 0s - loss: 1.9761e-04 - mean_squared_error: 1.9761e-04
Epoch 00008: loss improved from 0.00021 to 0.00020, saving model to ./model_LSTM/84\08-0.0002.hdf5
2162/2162 [==============================] - 11s 5ms/step - loss: 1.9776e-04 - mean_squared_error: 1.9776e-04 - val_loss: 1.5243e-04 - val_mean_squared_error: 1.5243e-04
Epoch 9/500
2161/2162 [============================>.] - ETA: 0s - loss: 1.9135e-04 - mean_squared_error: 1.9135e-04
Epoch 00009: loss improved from 0.00020 to 0.00019, saving model to ./model_LSTM/84\09-0.0001.hdf5
2162/2162 [==============================] - 11s 5ms/step - loss: 1.9134e-04 - mean_squared_error: 1.9134e-04 - val_loss: 1.1957e-04 - val_mean_squared_error: 1.1957e-04
Epoch 10/500
2159/2162 [============================>.] - ETA: 0s - loss: 1.8801e-04 - mean_squared_error: 1.8801e-04
Epoch 00010: loss improved from 0.00019 to 0.00019, saving model to ./model_LSTM/84\10-0.0001.hdf5
2162/2162 [==============================] - 12s 5ms/step - loss: 1.8788e-04 - mean_squared_error: 1.8788e-04 - val_loss: 1.2490e-04 - val_mean_squared_error: 1.2490e-04
Epoch 11/500
2157/2162 [============================>.] - ETA: 0s - loss: 1.8229e-04 - mean_squared_error: 1.8229e-04
Epoch 00011: loss improved from 0.00019 to 0.00018, saving model to ./model_LSTM/84\11-0.0001.hdf5
2162/2162 [==============================] - 12s 6ms/step - loss: 1.8221e-04 - mean_squared_error: 1.8221e-04 - val_loss: 1.2047e-04 - val_mean_squared_error: 1.2047e-04
Epoch 12/500
2155/2162 [============================>.] - ETA: 0s - loss: 1.7920e-04 - mean_squared_error: 1.7920e-04
Epoch 00012: loss improved from 0.00018 to 0.00018, saving model to ./model_LSTM/84\12-0.0001.hdf5
2162/2162 [==============================] - 13s 6ms/step - loss: 1.7956e-04 - mean_squared_error: 1.7956e-04 - val_loss: 1.3290e-04 - val_mean_squared_error: 1.3290e-04
Epoch 13/500
2158/2162 [============================>.] - ETA: 0s - loss: 1.8281e-04 - mean_squared_error: 1.8281e-04
Epoch 00013: loss did not improve from 0.00018
2162/2162 [==============================] - 14s 6ms/step - loss: 1.8266e-04 - mean_squared_error: 1.8266e-04 - val_loss: 1.1672e-04 - val_mean_squared_error: 1.1672e-04
Epoch 14/500
2157/2162 [============================>.] - ETA: 0s - loss: 1.7827e-04 - mean_squared_error: 1.7827e-04
Epoch 00014: loss improved from 0.00018 to 0.00018, saving model to ./model_LSTM/84\14-0.0001.hdf5
2162/2162 [==============================] - 14s 7ms/step - loss: 1.7801e-04 - mean_squared_error: 1.7801e-04 - val_loss: 1.1493e-04 - val_mean_squared_error: 1.1493e-04
Epoch 15/500
2152/2162 [============================>.] - ETA: 0s - loss: 1.7421e-04 - mean_squared_error: 1.7421e-04
Epoch 00015: loss improved from 0.00018 to 0.00017, saving model to ./model_LSTM/84\15-0.0001.hdf5
2162/2162 [==============================] - 13s 6ms/step - loss: 1.7398e-04 - mean_squared_error: 1.7398e-04 - val_loss: 1.2456e-04 - val_mean_squared_error: 1.2456e-04
Epoch 16/500
2153/2162 [============================>.] - ETA: 0s - loss: 1.7257e-04 - mean_squared_error: 1.7257e-04
Epoch 00016: loss improved from 0.00017 to 0.00017, saving model to ./model_LSTM/84\16-0.0001.hdf5
2162/2162 [==============================] - 11s 5ms/step - loss: 1.7251e-04 - mean_squared_error: 1.7251e-04 - val_loss: 1.1927e-04 - val_mean_squared_error: 1.1927e-04
Epoch 17/500
2151/2162 [============================>.] - ETA: 0s - loss: 1.7284e-04 - mean_squared_error: 1.7284e-04
Epoch 00017: loss did not improve from 0.00017
2162/2162 [==============================] - 10s 5ms/step - loss: 1.7262e-04 - mean_squared_error: 1.7262e-04 - val_loss: 1.3206e-04 - val_mean_squared_error: 1.3206e-04
Epoch 18/500
2157/2162 [============================>.] - ETA: 0s - loss: 1.6973e-04 - mean_squared_error: 1.6973e-04
Epoch 00018: loss improved from 0.00017 to 0.00017, saving model to ./model_LSTM/84\18-0.0001.hdf5
2162/2162 [==============================] - 11s 5ms/step - loss: 1.6965e-04 - mean_squared_error: 1.6965e-04 - val_loss: 1.1319e-04 - val_mean_squared_error: 1.1319e-04
Epoch 19/500
2157/2162 [============================>.] - ETA: 0s - loss: 1.6876e-04 - mean_squared_error: 1.6876e-04
Epoch 00019: loss improved from 0.00017 to 0.00017, saving model to ./model_LSTM/84\19-0.0001.hdf5
2162/2162 [==============================] - 11s 5ms/step - loss: 1.6865e-04 - mean_squared_error: 1.6865e-04 - val_loss: 1.1220e-04 - val_mean_squared_error: 1.1220e-04
Epoch 20/500
2159/2162 [============================>.] - ETA: 0s - loss: 1.6690e-04 - mean_squared_error: 1.6690e-04
Epoch 00020: loss improved from 0.00017 to 0.00017, saving model to ./model_LSTM/84\20-0.0001.hdf5
2162/2162 [==============================] - 11s 5ms/step - loss: 1.6680e-04 - mean_squared_error: 1.6680e-04 - val_loss: 1.1660e-04 - val_mean_squared_error: 1.1660e-04
Epoch 21/500
2156/2162 [============================>.] - ETA: 0s - loss: 1.6751e-04 - mean_squared_error: 1.6751e-04
Epoch 00021: loss did not improve from 0.00017
2162/2162 [==============================] - 13s 6ms/step - loss: 1.6728e-04 - mean_squared_error: 1.6728e-04 - val_loss: 1.0854e-04 - val_mean_squared_error: 1.0854e-04
Epoch 22/500
2159/2162 [============================>.] - ETA: 0s - loss: 1.6390e-04 - mean_squared_error: 1.6390e-04
Epoch 00022: loss improved from 0.00017 to 0.00016, saving model to ./model_LSTM/84\22-0.0001.hdf5
2162/2162 [==============================] - 12s 6ms/step - loss: 1.6382e-04 - mean_squared_error: 1.6382e-04 - val_loss: 1.2672e-04 - val_mean_squared_error: 1.2672e-04
Epoch 23/500
2152/2162 [============================>.] - ETA: 0s - loss: 1.6394e-04 - mean_squared_error: 1.6394e-04
Epoch 00023: loss did not improve from 0.00016
2162/2162 [==============================] - 12s 6ms/step - loss: 1.6389e-04 - mean_squared_error: 1.6389e-04 - val_loss: 1.1915e-04 - val_mean_squared_error: 1.1915e-04
Epoch 24/500
2158/2162 [============================>.] - ETA: 0s - loss: 1.6187e-04 - mean_squared_error: 1.6187e-04
Epoch 00024: loss improved from 0.00016 to 0.00016, saving model to ./model_LSTM/84\24-0.0001.hdf5
2162/2162 [==============================] - 12s 6ms/step - loss: 1.6192e-04 - mean_squared_error: 1.6192e-04 - val_loss: 1.1132e-04 - val_mean_squared_error: 1.1132e-04
Epoch 25/500
2161/2162 [============================>.] - ETA: 0s - loss: 1.6096e-04 - mean_squared_error: 1.6096e-04
Epoch 00025: loss improved from 0.00016 to 0.00016, saving model to ./model_LSTM/84\25-0.0001.hdf5
2162/2162 [==============================] - 13s 6ms/step - loss: 1.6103e-04 - mean_squared_error: 1.6103e-04 - val_loss: 1.0607e-04 - val_mean_squared_error: 1.0607e-04
Epoch 26/500
2157/2162 [============================>.] - ETA: 0s - loss: 1.6220e-04 - mean_squared_error: 1.6220e-04
Epoch 00026: loss did not improve from 0.00016
2162/2162 [==============================] - 14s 7ms/step - loss: 1.6216e-04 - mean_squared_error: 1.6216e-04 - val_loss: 1.1191e-04 - val_mean_squared_error: 1.1191e-04
Epoch 27/500
2162/2162 [==============================] - ETA: 0s - loss: 1.5958e-04 - mean_squared_error: 1.5958e-04
Epoch 00027: loss improved from 0.00016 to 0.00016, saving model to ./model_LSTM/84\27-0.0001.hdf5
2162/2162 [==============================] - 14s 7ms/step - loss: 1.5958e-04 - mean_squared_error: 1.5958e-04 - val_loss: 1.0689e-04 - val_mean_squared_error: 1.0689e-04
Epoch 28/500
2154/2162 [============================>.] - ETA: 0s - loss: 1.5953e-04 - mean_squared_error: 1.5953e-04
Epoch 00028: loss improved from 0.00016 to 0.00016, saving model to ./model_LSTM/84\28-0.0001.hdf5
2162/2162 [==============================] - 12s 6ms/step - loss: 1.5931e-04 - mean_squared_error: 1.5931e-04 - val_loss: 1.2007e-04 - val_mean_squared_error: 1.2007e-04
Epoch 29/500
2161/2162 [============================>.] - ETA: 0s - loss: 1.5761e-04 - mean_squared_error: 1.5761e-04
Epoch 00029: loss improved from 0.00016 to 0.00016, saving model to ./model_LSTM/84\29-0.0001.hdf5
2162/2162 [==============================] - 11s 5ms/step - loss: 1.5761e-04 - mean_squared_error: 1.5761e-04 - val_loss: 1.1310e-04 - val_mean_squared_error: 1.1310e-04
Epoch 30/500
2154/2162 [============================>.] - ETA: 0s - loss: 1.5732e-04 - mean_squared_error: 1.5732e-04
Epoch 00030: loss improved from 0.00016 to 0.00016, saving model to ./model_LSTM/84\30-0.0001.hdf5
2162/2162 [==============================] - 11s 5ms/step - loss: 1.5713e-04 - mean_squared_error: 1.5713e-04 - val_loss: 1.1391e-04 - val_mean_squared_error: 1.1391e-04
Epoch 31/500
2158/2162 [============================>.] - ETA: 0s - loss: 1.5708e-04 - mean_squared_error: 1.5708e-04
Epoch 00031: loss improved from 0.00016 to 0.00016, saving model to ./model_LSTM/84\31-0.0001.hdf5
2162/2162 [==============================] - 11s 5ms/step - loss: 1.5705e-04 - mean_squared_error: 1.5705e-04 - val_loss: 9.7462e-05 - val_mean_squared_error: 9.7462e-05
Epoch 32/500
2154/2162 [============================>.] - ETA: 0s - loss: 1.5804e-04 - mean_squared_error: 1.5804e-04
Epoch 00032: loss did not improve from 0.00016
2162/2162 [==============================] - 11s 5ms/step - loss: 1.5804e-04 - mean_squared_error: 1.5804e-04 - val_loss: 1.0327e-04 - val_mean_squared_error: 1.0327e-04
Epoch 33/500
2155/2162 [============================>.] - ETA: 0s - loss: 1.6300e-04 - mean_squared_error: 1.6300e-04
Epoch 00033: loss did not improve from 0.00016
2162/2162 [==============================] - 12s 5ms/step - loss: 1.6297e-04 - mean_squared_error: 1.6297e-04 - val_loss: 1.1148e-04 - val_mean_squared_error: 1.1148e-04
Epoch 34/500
2159/2162 [============================>.] - ETA: 0s - loss: 1.5867e-04 - mean_squared_error: 1.5867e-04
Epoch 00034: loss did not improve from 0.00016
2162/2162 [==============================] - 12s 6ms/step - loss: 1.5858e-04 - mean_squared_error: 1.5858e-04 - val_loss: 1.0344e-04 - val_mean_squared_error: 1.0344e-04
Epoch 35/500
2152/2162 [============================>.] - ETA: 0s - loss: 1.5244e-04 - mean_squared_error: 1.5244e-04
Epoch 00035: loss improved from 0.00016 to 0.00015, saving model to ./model_LSTM/84\35-0.0001.hdf5
2162/2162 [==============================] - 12s 6ms/step - loss: 1.5214e-04 - mean_squared_error: 1.5214e-04 - val_loss: 1.1153e-04 - val_mean_squared_error: 1.1153e-04
Epoch 36/500
2156/2162 [============================>.] - ETA: 0s - loss: 1.5410e-04 - mean_squared_error: 1.5410e-04
Epoch 00036: loss did not improve from 0.00015
2162/2162 [==============================] - 13s 6ms/step - loss: 1.5388e-04 - mean_squared_error: 1.5388e-04 - val_loss: 1.0360e-04 - val_mean_squared_error: 1.0360e-04
Epoch 37/500
2157/2162 [============================>.] - ETA: 0s - loss: 1.5400e-04 - mean_squared_error: 1.5400e-04 ETA: 0s - loss: 1.5475e-04 - mean_squared_err
Epoch 00037: loss did not improve from 0.00015
2162/2162 [==============================] - 20s 9ms/step - loss: 1.5393e-04 - mean_squared_error: 1.5393e-04 - val_loss: 1.1682e-04 - val_mean_squared_error: 1.1682e-04
Epoch 38/500
2162/2162 [==============================] - ETA: 0s - loss: 1.6018e-04 - mean_squared_error: 1.6018e-04
Epoch 00038: loss did not improve from 0.00015
2162/2162 [==============================] - 23s 11ms/step - loss: 1.6018e-04 - mean_squared_error: 1.6018e-04 - val_loss: 1.0418e-04 - val_mean_squared_error: 1.0418e-04
Epoch 39/500
2156/2162 [============================>.] - ETA: 0s - loss: 3.7198e-04 - mean_squared_error: 3.7198e-04
Epoch 00039: loss did not improve from 0.00015
2162/2162 [==============================] - 13s 6ms/step - loss: 3.7147e-04 - mean_squared_error: 3.7147e-04 - val_loss: 2.3765e-04 - val_mean_squared_error: 2.3765e-04
Epoch 40/500
2158/2162 [============================>.] - ETA: 0s - loss: 2.1687e-04 - mean_squared_error: 2.1687e-04
Epoch 00040: loss did not improve from 0.00015
2162/2162 [==============================] - 12s 6ms/step - loss: 2.1668e-04 - mean_squared_error: 2.1668e-04 - val_loss: 1.0737e-04 - val_mean_squared_error: 1.0737e-04
Epoch 00040: early stopping
Epoch 1/500
580/586 [============================>.] - ETA: 0s - loss: 0.0030 - mean_squared_error: 0.0030
Epoch 00001: loss improved from inf to 0.00303, saving model to ./model_LSTM/85\01-0.0043.hdf5
586/586 [==============================] - 4s 6ms/step - loss: 0.0030 - mean_squared_error: 0.0030 - val_loss: 0.0043 - val_mean_squared_error: 0.0043
Epoch 2/500
581/586 [============================>.] - ETA: 0s - loss: 0.0025 - mean_squared_error: 0.0025
Epoch 00002: loss improved from 0.00303 to 0.00253, saving model to ./model_LSTM/85\02-0.0041.hdf5
586/586 [==============================] - 3s 5ms/step - loss: 0.0025 - mean_squared_error: 0.0025 - val_loss: 0.0041 - val_mean_squared_error: 0.0041
Epoch 3/500
579/586 [============================>.] - ETA: 0s - loss: 0.0024 - mean_squared_error: 0.0024
Epoch 00003: loss improved from 0.00253 to 0.00244, saving model to ./model_LSTM/85\03-0.0042.hdf5
586/586 [==============================] - 3s 6ms/step - loss: 0.0024 - mean_squared_error: 0.0024 - val_loss: 0.0042 - val_mean_squared_error: 0.0042
Epoch 4/500
581/586 [============================>.] - ETA: 0s - loss: 0.0024 - mean_squared_error: 0.0024
Epoch 00004: loss improved from 0.00244 to 0.00238, saving model to ./model_LSTM/85\04-0.0041.hdf5
586/586 [==============================] - 5s 8ms/step - loss: 0.0024 - mean_squared_error: 0.0024 - val_loss: 0.0041 - val_mean_squared_error: 0.0041
Epoch 5/500
579/586 [============================>.] - ETA: 0s - loss: 0.0024 - mean_squared_error: 0.0024
Epoch 00005: loss improved from 0.00238 to 0.00235, saving model to ./model_LSTM/85\05-0.0042.hdf5
586/586 [==============================] - 5s 8ms/step - loss: 0.0023 - mean_squared_error: 0.0023 - val_loss: 0.0042 - val_mean_squared_error: 0.0042
Epoch 6/500
577/586 [============================>.] - ETA: 0s - loss: 0.0023 - mean_squared_error: 0.0023
Epoch 00006: loss improved from 0.00235 to 0.00231, saving model to ./model_LSTM/85\06-0.0041.hdf5
586/586 [==============================] - 5s 8ms/step - loss: 0.0023 - mean_squared_error: 0.0023 - val_loss: 0.0041 - val_mean_squared_error: 0.0041
Epoch 7/500
579/586 [============================>.] - ETA: 0s - loss: 0.0023 - mean_squared_error: 0.0023
Epoch 00007: loss improved from 0.00231 to 0.00228, saving model to ./model_LSTM/85\07-0.0042.hdf5
586/586 [==============================] - 3s 6ms/step - loss: 0.0023 - mean_squared_error: 0.0023 - val_loss: 0.0042 - val_mean_squared_error: 0.0042
Epoch 8/500
581/586 [============================>.] - ETA: 0s - loss: 0.0023 - mean_squared_error: 0.0023
Epoch 00008: loss improved from 0.00228 to 0.00226, saving model to ./model_LSTM/85\08-0.0042.hdf5
586/586 [==============================] - 3s 5ms/step - loss: 0.0023 - mean_squared_error: 0.0023 - val_loss: 0.0042 - val_mean_squared_error: 0.0042
Epoch 9/500
577/586 [============================>.] - ETA: 0s - loss: 0.0022 - mean_squared_error: 0.0022
Epoch 00009: loss improved from 0.00226 to 0.00224, saving model to ./model_LSTM/85\09-0.0042.hdf5
586/586 [==============================] - 4s 7ms/step - loss: 0.0022 - mean_squared_error: 0.0022 - val_loss: 0.0042 - val_mean_squared_error: 0.0042
Epoch 10/500
578/586 [============================>.] - ETA: 0s - loss: 0.0022 - mean_squared_error: 0.0022
Epoch 00010: loss improved from 0.00224 to 0.00223, saving model to ./model_LSTM/85\10-0.0042.hdf5
586/586 [==============================] - 4s 6ms/step - loss: 0.0022 - mean_squared_error: 0.0022 - val_loss: 0.0042 - val_mean_squared_error: 0.0042
Epoch 11/500
578/586 [============================>.] - ETA: 0s - loss: 0.0022 - mean_squared_error: 0.0022
Epoch 00011: loss improved from 0.00223 to 0.00221, saving model to ./model_LSTM/85\11-0.0043.hdf5
586/586 [==============================] - 3s 6ms/step - loss: 0.0022 - mean_squared_error: 0.0022 - val_loss: 0.0043 - val_mean_squared_error: 0.0043
Epoch 12/500
580/586 [============================>.] - ETA: 0s - loss: 0.0022 - mean_squared_error: 0.0022
Epoch 00012: loss improved from 0.00221 to 0.00219, saving model to ./model_LSTM/85\12-0.0041.hdf5
586/586 [==============================] - 3s 5ms/step - loss: 0.0022 - mean_squared_error: 0.0022 - val_loss: 0.0041 - val_mean_squared_error: 0.0041
Epoch 13/500
580/586 [============================>.] - ETA: 0s - loss: 0.0022 - mean_squared_error: 0.0022
Epoch 00013: loss improved from 0.00219 to 0.00218, saving model to ./model_LSTM/85\13-0.0042.hdf5
586/586 [==============================] - 3s 6ms/step - loss: 0.0022 - mean_squared_error: 0.0022 - val_loss: 0.0042 - val_mean_squared_error: 0.0042
Epoch 14/500
580/586 [============================>.] - ETA: 0s - loss: 0.0022 - mean_squared_error: 0.0022
Epoch 00014: loss improved from 0.00218 to 0.00216, saving model to ./model_LSTM/85\14-0.0043.hdf5
586/586 [==============================] - 4s 6ms/step - loss: 0.0022 - mean_squared_error: 0.0022 - val_loss: 0.0043 - val_mean_squared_error: 0.0043
Epoch 15/500
581/586 [============================>.] - ETA: 0s - loss: 0.0022 - mean_squared_error: 0.0022
Epoch 00015: loss did not improve from 0.00216
586/586 [==============================] - 3s 6ms/step - loss: 0.0022 - mean_squared_error: 0.0022 - val_loss: 0.0043 - val_mean_squared_error: 0.0043
Epoch 16/500
581/586 [============================>.] - ETA: 0s - loss: 0.0021 - mean_squared_error: 0.0021
Epoch 00016: loss improved from 0.00216 to 0.00213, saving model to ./model_LSTM/85\16-0.0040.hdf5
586/586 [==============================] - 4s 6ms/step - loss: 0.0021 - mean_squared_error: 0.0021 - val_loss: 0.0040 - val_mean_squared_error: 0.0040
Epoch 17/500
576/586 [============================>.] - ETA: 0s - loss: 0.0021 - mean_squared_error: 0.0021
Epoch 00017: loss did not improve from 0.00213
586/586 [==============================] - 4s 7ms/step - loss: 0.0022 - mean_squared_error: 0.0022 - val_loss: 0.0041 - val_mean_squared_error: 0.0041
Epoch 18/500
582/586 [============================>.] - ETA: 0s - loss: 0.0021 - mean_squared_error: 0.0021
Epoch 00018: loss improved from 0.00213 to 0.00211, saving model to ./model_LSTM/85\18-0.0040.hdf5
586/586 [==============================] - 4s 7ms/step - loss: 0.0021 - mean_squared_error: 0.0021 - val_loss: 0.0040 - val_mean_squared_error: 0.0040
Epoch 19/500
581/586 [============================>.] - ETA: 0s - loss: 0.0021 - mean_squared_error: 0.0021
Epoch 00019: loss improved from 0.00211 to 0.00208, saving model to ./model_LSTM/85\19-0.0039.hdf5
586/586 [==============================] - 4s 6ms/step - loss: 0.0021 - mean_squared_error: 0.0021 - val_loss: 0.0039 - val_mean_squared_error: 0.0039
Epoch 20/500
583/586 [============================>.] - ETA: 0s - loss: 0.0021 - mean_squared_error: 0.0021
Epoch 00020: loss did not improve from 0.00208
586/586 [==============================] - 5s 8ms/step - loss: 0.0021 - mean_squared_error: 0.0021 - val_loss: 0.0039 - val_mean_squared_error: 0.0039
Epoch 21/500
580/586 [============================>.] - ETA: 0s - loss: 0.0021 - mean_squared_error: 0.0021
Epoch 00021: loss did not improve from 0.00208
586/586 [==============================] - 4s 7ms/step - loss: 0.0021 - mean_squared_error: 0.0021 - val_loss: 0.0040 - val_mean_squared_error: 0.0040
Epoch 22/500
580/586 [============================>.] - ETA: 0s - loss: 0.0021 - mean_squared_error: 0.0021
Epoch 00022: loss improved from 0.00208 to 0.00206, saving model to ./model_LSTM/85\22-0.0040.hdf5
586/586 [==============================] - 4s 7ms/step - loss: 0.0021 - mean_squared_error: 0.0021 - val_loss: 0.0040 - val_mean_squared_error: 0.0040
Epoch 23/500
583/586 [============================>.] - ETA: 0s - loss: 0.0021 - mean_squared_error: 0.0021
Epoch 00023: loss improved from 0.00206 to 0.00206, saving model to ./model_LSTM/85\23-0.0040.hdf5
586/586 [==============================] - 4s 6ms/step - loss: 0.0021 - mean_squared_error: 0.0021 - val_loss: 0.0040 - val_mean_squared_error: 0.0040
Epoch 24/500
583/586 [============================>.] - ETA: 0s - loss: 0.0020 - mean_squared_error: 0.0020
Epoch 00024: loss improved from 0.00206 to 0.00204, saving model to ./model_LSTM/85\24-0.0041.hdf5
586/586 [==============================] - 5s 8ms/step - loss: 0.0020 - mean_squared_error: 0.0020 - val_loss: 0.0041 - val_mean_squared_error: 0.0041
Epoch 25/500
586/586 [==============================] - ETA: 0s - loss: 0.0020 - mean_squared_error: 0.0020
Epoch 00025: loss did not improve from 0.00204
586/586 [==============================] - 5s 9ms/step - loss: 0.0020 - mean_squared_error: 0.0020 - val_loss: 0.0040 - val_mean_squared_error: 0.0040
Epoch 26/500
586/586 [==============================] - ETA: 0s - loss: 0.0020 - mean_squared_error: 0.0020
Epoch 00026: loss improved from 0.00204 to 0.00203, saving model to ./model_LSTM/85\26-0.0040.hdf5
586/586 [==============================] - 4s 8ms/step - loss: 0.0020 - mean_squared_error: 0.0020 - val_loss: 0.0040 - val_mean_squared_error: 0.0040
Epoch 27/500
584/586 [============================>.] - ETA: 0s - loss: 0.0020 - mean_squared_error: 0.0020
Epoch 00027: loss improved from 0.00203 to 0.00202, saving model to ./model_LSTM/85\27-0.0040.hdf5
586/586 [==============================] - 4s 6ms/step - loss: 0.0020 - mean_squared_error: 0.0020 - val_loss: 0.0040 - val_mean_squared_error: 0.0040
Epoch 28/500
585/586 [============================>.] - ETA: 0s - loss: 0.0020 - mean_squared_error: 0.0020
Epoch 00028: loss improved from 0.00202 to 0.00202, saving model to ./model_LSTM/85\28-0.0039.hdf5
586/586 [==============================] - 4s 6ms/step - loss: 0.0020 - mean_squared_error: 0.0020 - val_loss: 0.0039 - val_mean_squared_error: 0.0039
Epoch 29/500
577/586 [============================>.] - ETA: 0s - loss: 0.0020 - mean_squared_error: 0.0020
Epoch 00029: loss improved from 0.00202 to 0.00201, saving model to ./model_LSTM/85\29-0.0040.hdf5
586/586 [==============================] - 4s 6ms/step - loss: 0.0020 - mean_squared_error: 0.0020 - val_loss: 0.0040 - val_mean_squared_error: 0.0040
Epoch 30/500
580/586 [============================>.] - ETA: 0s - loss: 0.0020 - mean_squared_error: 0.0020
Epoch 00030: loss did not improve from 0.00201
586/586 [==============================] - 5s 9ms/step - loss: 0.0020 - mean_squared_error: 0.0020 - val_loss: 0.0040 - val_mean_squared_error: 0.0040
Epoch 31/500
582/586 [============================>.] - ETA: 0s - loss: 0.0020 - mean_squared_error: 0.0020
Epoch 00031: loss improved from 0.00201 to 0.00200, saving model to ./model_LSTM/85\31-0.0040.hdf5
586/586 [==============================] - 4s 7ms/step - loss: 0.0020 - mean_squared_error: 0.0020 - val_loss: 0.0040 - val_mean_squared_error: 0.0040
Epoch 32/500
582/586 [============================>.] - ETA: 0s - loss: 0.0020 - mean_squared_error: 0.0020
Epoch 00032: loss did not improve from 0.00200
586/586 [==============================] - 3s 6ms/step - loss: 0.0020 - mean_squared_error: 0.0020 - val_loss: 0.0040 - val_mean_squared_error: 0.0040
Epoch 33/500
579/586 [============================>.] - ETA: 0s - loss: 0.0020 - mean_squared_error: 0.0020
Epoch 00033: loss did not improve from 0.00200
586/586 [==============================] - 3s 6ms/step - loss: 0.0020 - mean_squared_error: 0.0020 - val_loss: 0.0039 - val_mean_squared_error: 0.0039
Epoch 34/500
580/586 [============================>.] - ETA: 0s - loss: 0.0020 - mean_squared_error: 0.0020
Epoch 00034: loss improved from 0.00200 to 0.00200, saving model to ./model_LSTM/85\34-0.0039.hdf5
586/586 [==============================] - 3s 5ms/step - loss: 0.0020 - mean_squared_error: 0.0020 - val_loss: 0.0039 - val_mean_squared_error: 0.0039
Epoch 35/500
576/586 [============================>.] - ETA: 0s - loss: 0.0020 - mean_squared_error: 0.0020
Epoch 00035: loss improved from 0.00200 to 0.00198, saving model to ./model_LSTM/85\35-0.0040.hdf5
586/586 [==============================] - 3s 6ms/step - loss: 0.0020 - mean_squared_error: 0.0020 - val_loss: 0.0040 - val_mean_squared_error: 0.0040
Epoch 36/500
577/586 [============================>.] - ETA: 0s - loss: 0.0020 - mean_squared_error: 0.0020
Epoch 00036: loss did not improve from 0.00198
586/586 [==============================] - 3s 5ms/step - loss: 0.0020 - mean_squared_error: 0.0020 - val_loss: 0.0040 - val_mean_squared_error: 0.0040
Epoch 37/500
576/586 [============================>.] - ETA: 0s - loss: 0.0019 - mean_squared_error: 0.0019
Epoch 00037: loss improved from 0.00198 to 0.00196, saving model to ./model_LSTM/85\37-0.0040.hdf5
586/586 [==============================] - 3s 5ms/step - loss: 0.0020 - mean_squared_error: 0.0020 - val_loss: 0.0040 - val_mean_squared_error: 0.0040
Epoch 38/500
584/586 [============================>.] - ETA: 0s - loss: 0.0020 - mean_squared_error: 0.0020
Epoch 00038: loss improved from 0.00196 to 0.00196, saving model to ./model_LSTM/85\38-0.0040.hdf5
586/586 [==============================] - 3s 5ms/step - loss: 0.0020 - mean_squared_error: 0.0020 - val_loss: 0.0040 - val_mean_squared_error: 0.0040
Epoch 39/500
581/586 [============================>.] - ETA: 0s - loss: 0.0020 - mean_squared_error: 0.0020
Epoch 00039: loss improved from 0.00196 to 0.00195, saving model to ./model_LSTM/85\39-0.0041.hdf5
586/586 [==============================] - 3s 5ms/step - loss: 0.0020 - mean_squared_error: 0.0020 - val_loss: 0.0041 - val_mean_squared_error: 0.0041
Epoch 40/500
582/586 [============================>.] - ETA: 0s - loss: 0.0020 - mean_squared_error: 0.0020
Epoch 00040: loss improved from 0.00195 to 0.00195, saving model to ./model_LSTM/85\40-0.0039.hdf5
586/586 [==============================] - 3s 5ms/step - loss: 0.0019 - mean_squared_error: 0.0019 - val_loss: 0.0039 - val_mean_squared_error: 0.0039
Epoch 41/500
578/586 [============================>.] - ETA: 0s - loss: 0.0019 - mean_squared_error: 0.0019
Epoch 00041: loss improved from 0.00195 to 0.00194, saving model to ./model_LSTM/85\41-0.0041.hdf5
586/586 [==============================] - 3s 5ms/step - loss: 0.0019 - mean_squared_error: 0.0019 - val_loss: 0.0041 - val_mean_squared_error: 0.0041
Epoch 42/500
585/586 [============================>.] - ETA: 0s - loss: 0.0019 - mean_squared_error: 0.0019
Epoch 00042: loss improved from 0.00194 to 0.00193, saving model to ./model_LSTM/85\42-0.0040.hdf5
586/586 [==============================] - 4s 6ms/step - loss: 0.0019 - mean_squared_error: 0.0019 - val_loss: 0.0040 - val_mean_squared_error: 0.0040
Epoch 43/500
583/586 [============================>.] - ETA: 0s - loss: 0.0020 - mean_squared_error: 0.0020
Epoch 00043: loss did not improve from 0.00193
586/586 [==============================] - 3s 5ms/step - loss: 0.0019 - mean_squared_error: 0.0019 - val_loss: 0.0040 - val_mean_squared_error: 0.0040
Epoch 44/500
584/586 [============================>.] - ETA: 0s - loss: 0.0019 - mean_squared_error: 0.0019
Epoch 00044: loss did not improve from 0.00193
586/586 [==============================] - 3s 6ms/step - loss: 0.0019 - mean_squared_error: 0.0019 - val_loss: 0.0041 - val_mean_squared_error: 0.0041
Epoch 45/500
578/586 [============================>.] - ETA: 0s - loss: 0.0019 - mean_squared_error: 0.0019
Epoch 00045: loss improved from 0.00193 to 0.00192, saving model to ./model_LSTM/85\45-0.0040.hdf5
586/586 [==============================] - 3s 5ms/step - loss: 0.0019 - mean_squared_error: 0.0019 - val_loss: 0.0040 - val_mean_squared_error: 0.0040
Epoch 46/500
577/586 [============================>.] - ETA: 0s - loss: 0.0020 - mean_squared_error: 0.0020
Epoch 00046: loss did not improve from 0.00192
586/586 [==============================] - 3s 5ms/step - loss: 0.0020 - mean_squared_error: 0.0020 - val_loss: 0.0042 - val_mean_squared_error: 0.0042
Epoch 47/500
578/586 [============================>.] - ETA: 0s - loss: 0.0020 - mean_squared_error: 0.0020
Epoch 00047: loss did not improve from 0.00192
586/586 [==============================] - 3s 5ms/step - loss: 0.0020 - mean_squared_error: 0.0020 - val_loss: 0.0040 - val_mean_squared_error: 0.0040
Epoch 48/500
581/586 [============================>.] - ETA: 0s - loss: 0.0019 - mean_squared_error: 0.0019
Epoch 00048: loss improved from 0.00192 to 0.00191, saving model to ./model_LSTM/85\48-0.0040.hdf5
586/586 [==============================] - 4s 7ms/step - loss: 0.0019 - mean_squared_error: 0.0019 - val_loss: 0.0040 - val_mean_squared_error: 0.0040
Epoch 49/500
579/586 [============================>.] - ETA: 0s - loss: 0.0019 - mean_squared_error: 0.0019
Epoch 00049: loss improved from 0.00191 to 0.00191, saving model to ./model_LSTM/85\49-0.0040.hdf5
586/586 [==============================] - 3s 5ms/step - loss: 0.0019 - mean_squared_error: 0.0019 - val_loss: 0.0040 - val_mean_squared_error: 0.0040
Epoch 50/500
586/586 [==============================] - ETA: 0s - loss: 0.0019 - mean_squared_error: 0.0019
Epoch 00050: loss improved from 0.00191 to 0.00190, saving model to ./model_LSTM/85\50-0.0039.hdf5
586/586 [==============================] - 3s 5ms/step - loss: 0.0019 - mean_squared_error: 0.0019 - val_loss: 0.0039 - val_mean_squared_error: 0.0039
Epoch 51/500
581/586 [============================>.] - ETA: 0s - loss: 0.0019 - mean_squared_error: 0.0019
Epoch 00051: loss improved from 0.00190 to 0.00190, saving model to ./model_LSTM/85\51-0.0038.hdf5
586/586 [==============================] - 4s 7ms/step - loss: 0.0019 - mean_squared_error: 0.0019 - val_loss: 0.0038 - val_mean_squared_error: 0.0038
Epoch 52/500
580/586 [============================>.] - ETA: 0s - loss: 0.0019 - mean_squared_error: 0.0019
Epoch 00052: loss improved from 0.00190 to 0.00190, saving model to ./model_LSTM/85\52-0.0039.hdf5
586/586 [==============================] - 3s 6ms/step - loss: 0.0019 - mean_squared_error: 0.0019 - val_loss: 0.0039 - val_mean_squared_error: 0.0039
Epoch 53/500
582/586 [============================>.] - ETA: 0s - loss: 0.0019 - mean_squared_error: 0.0019
Epoch 00053: loss improved from 0.00190 to 0.00189, saving model to ./model_LSTM/85\53-0.0040.hdf5
586/586 [==============================] - 3s 5ms/step - loss: 0.0019 - mean_squared_error: 0.0019 - val_loss: 0.0040 - val_mean_squared_error: 0.0040
Epoch 54/500
583/586 [============================>.] - ETA: 0s - loss: 0.0019 - mean_squared_error: 0.0019
Epoch 00054: loss did not improve from 0.00189
586/586 [==============================] - 3s 6ms/step - loss: 0.0019 - mean_squared_error: 0.0019 - val_loss: 0.0040 - val_mean_squared_error: 0.0040
Epoch 55/500
583/586 [============================>.] - ETA: 0s - loss: 0.0019 - mean_squared_error: 0.0019
Epoch 00055: loss improved from 0.00189 to 0.00188, saving model to ./model_LSTM/85\55-0.0040.hdf5
586/586 [==============================] - 3s 6ms/step - loss: 0.0019 - mean_squared_error: 0.0019 - val_loss: 0.0040 - val_mean_squared_error: 0.0040
Epoch 56/500
579/586 [============================>.] - ETA: 0s - loss: 0.0019 - mean_squared_error: 0.0019
Epoch 00056: loss did not improve from 0.00188
586/586 [==============================] - 3s 5ms/step - loss: 0.0019 - mean_squared_error: 0.0019 - val_loss: 0.0039 - val_mean_squared_error: 0.0039
Epoch 57/500
581/586 [============================>.] - ETA: 0s - loss: 0.0019 - mean_squared_error: 0.0019
Epoch 00057: loss improved from 0.00188 to 0.00187, saving model to ./model_LSTM/85\57-0.0040.hdf5
586/586 [==============================] - 3s 6ms/step - loss: 0.0019 - mean_squared_error: 0.0019 - val_loss: 0.0040 - val_mean_squared_error: 0.0040
Epoch 58/500
585/586 [============================>.] - ETA: 0s - loss: 0.0019 - mean_squared_error: 0.0019
Epoch 00058: loss did not improve from 0.00187
586/586 [==============================] - 4s 6ms/step - loss: 0.0019 - mean_squared_error: 0.0019 - val_loss: 0.0039 - val_mean_squared_error: 0.0039
Epoch 59/500
581/586 [============================>.] - ETA: 0s - loss: 0.0019 - mean_squared_error: 0.0019
Epoch 00059: loss did not improve from 0.00187
586/586 [==============================] - 4s 6ms/step - loss: 0.0019 - mean_squared_error: 0.0019 - val_loss: 0.0040 - val_mean_squared_error: 0.0040
Epoch 60/500
580/586 [============================>.] - ETA: 0s - loss: 0.0019 - mean_squared_error: 0.0019
Epoch 00060: loss improved from 0.00187 to 0.00186, saving model to ./model_LSTM/85\60-0.0041.hdf5
586/586 [==============================] - 4s 7ms/step - loss: 0.0019 - mean_squared_error: 0.0019 - val_loss: 0.0041 - val_mean_squared_error: 0.0041
Epoch 61/500
579/586 [============================>.] - ETA: 0s - loss: 0.0019 - mean_squared_error: 0.0019
Epoch 00061: loss improved from 0.00186 to 0.00186, saving model to ./model_LSTM/85\61-0.0040.hdf5
586/586 [==============================] - 4s 6ms/step - loss: 0.0019 - mean_squared_error: 0.0019 - val_loss: 0.0040 - val_mean_squared_error: 0.0040
Epoch 62/500
583/586 [============================>.] - ETA: 0s - loss: 0.0019 - mean_squared_error: 0.0019
Epoch 00062: loss did not improve from 0.00186
586/586 [==============================] - 3s 6ms/step - loss: 0.0019 - mean_squared_error: 0.0019 - val_loss: 0.0039 - val_mean_squared_error: 0.0039
Epoch 63/500
579/586 [============================>.] - ETA: 0s - loss: 0.0018 - mean_squared_error: 0.0018
Epoch 00063: loss improved from 0.00186 to 0.00185, saving model to ./model_LSTM/85\63-0.0038.hdf5
586/586 [==============================] - 3s 6ms/step - loss: 0.0018 - mean_squared_error: 0.0018 - val_loss: 0.0038 - val_mean_squared_error: 0.0038
Epoch 64/500
582/586 [============================>.] - ETA: 0s - loss: 0.0019 - mean_squared_error: 0.0019
Epoch 00064: loss did not improve from 0.00185
586/586 [==============================] - 3s 6ms/step - loss: 0.0019 - mean_squared_error: 0.0019 - val_loss: 0.0039 - val_mean_squared_error: 0.0039
Epoch 65/500
581/586 [============================>.] - ETA: 0s - loss: 0.0019 - mean_squared_error: 0.0019
Epoch 00065: loss did not improve from 0.00185
586/586 [==============================] - 4s 6ms/step - loss: 0.0019 - mean_squared_error: 0.0019 - val_loss: 0.0039 - val_mean_squared_error: 0.0039
Epoch 66/500
586/586 [==============================] - ETA: 0s - loss: 0.0018 - mean_squared_error: 0.0018
Epoch 00066: loss improved from 0.00185 to 0.00183, saving model to ./model_LSTM/85\66-0.0040.hdf5
586/586 [==============================] - 4s 6ms/step - loss: 0.0018 - mean_squared_error: 0.0018 - val_loss: 0.0040 - val_mean_squared_error: 0.0040
Epoch 67/500
585/586 [============================>.] - ETA: 0s - loss: 0.0018 - mean_squared_error: 0.0018
Epoch 00067: loss did not improve from 0.00183
586/586 [==============================] - 4s 7ms/step - loss: 0.0018 - mean_squared_error: 0.0018 - val_loss: 0.0040 - val_mean_squared_error: 0.0040
Epoch 68/500
583/586 [============================>.] - ETA: 0s - loss: 0.0018 - mean_squared_error: 0.0018
Epoch 00068: loss did not improve from 0.00183
586/586 [==============================] - 4s 7ms/step - loss: 0.0018 - mean_squared_error: 0.0018 - val_loss: 0.0038 - val_mean_squared_error: 0.0038
Epoch 69/500
579/586 [============================>.] - ETA: 0s - loss: 0.0018 - mean_squared_error: 0.0018
Epoch 00069: loss improved from 0.00183 to 0.00183, saving model to ./model_LSTM/85\69-0.0039.hdf5
586/586 [==============================] - 4s 7ms/step - loss: 0.0018 - mean_squared_error: 0.0018 - val_loss: 0.0039 - val_mean_squared_error: 0.0039
Epoch 70/500
586/586 [==============================] - ETA: 0s - loss: 0.0018 - mean_squared_error: 0.0018
Epoch 00070: loss did not improve from 0.00183
586/586 [==============================] - 4s 6ms/step - loss: 0.0018 - mean_squared_error: 0.0018 - val_loss: 0.0039 - val_mean_squared_error: 0.0039
Epoch 71/500
586/586 [==============================] - ETA: 0s - loss: 0.0018 - mean_squared_error: 0.0018
Epoch 00071: loss improved from 0.00183 to 0.00182, saving model to ./model_LSTM/85\71-0.0041.hdf5
586/586 [==============================] - 4s 6ms/step - loss: 0.0018 - mean_squared_error: 0.0018 - val_loss: 0.0041 - val_mean_squared_error: 0.0041
Epoch 72/500
586/586 [==============================] - ETA: 0s - loss: 0.0018 - mean_squared_error: 0.0018
Epoch 00072: loss did not improve from 0.00182
586/586 [==============================] - 4s 6ms/step - loss: 0.0018 - mean_squared_error: 0.0018 - val_loss: 0.0038 - val_mean_squared_error: 0.0038
Epoch 73/500
576/586 [============================>.] - ETA: 0s - loss: 0.0018 - mean_squared_error: 0.0018
Epoch 00073: loss did not improve from 0.00182
586/586 [==============================] - 3s 6ms/step - loss: 0.0018 - mean_squared_error: 0.0018 - val_loss: 0.0040 - val_mean_squared_error: 0.0040
Epoch 74/500
582/586 [============================>.] - ETA: 0s - loss: 0.0018 - mean_squared_error: 0.0018
Epoch 00074: loss did not improve from 0.00182
586/586 [==============================] - 3s 6ms/step - loss: 0.0018 - mean_squared_error: 0.0018 - val_loss: 0.0042 - val_mean_squared_error: 0.0042
Epoch 75/500
579/586 [============================>.] - ETA: 0s - loss: 0.0018 - mean_squared_error: 0.0018
Epoch 00075: loss improved from 0.00182 to 0.00180, saving model to ./model_LSTM/85\75-0.0039.hdf5
586/586 [==============================] - 3s 5ms/step - loss: 0.0018 - mean_squared_error: 0.0018 - val_loss: 0.0039 - val_mean_squared_error: 0.0039
Epoch 76/500
579/586 [============================>.] - ETA: 0s - loss: 0.0018 - mean_squared_error: 0.0018
Epoch 00076: loss did not improve from 0.00180
586/586 [==============================] - 3s 5ms/step - loss: 0.0018 - mean_squared_error: 0.0018 - val_loss: 0.0041 - val_mean_squared_error: 0.0041
Epoch 77/500
581/586 [============================>.] - ETA: 0s - loss: 0.0018 - mean_squared_error: 0.0018
Epoch 00077: loss did not improve from 0.00180
586/586 [==============================] - 3s 5ms/step - loss: 0.0018 - mean_squared_error: 0.0018 - val_loss: 0.0040 - val_mean_squared_error: 0.0040
Epoch 78/500
585/586 [============================>.] - ETA: 0s - loss: 0.0018 - mean_squared_error: 0.0018
Epoch 00078: loss did not improve from 0.00180
586/586 [==============================] - 3s 5ms/step - loss: 0.0018 - mean_squared_error: 0.0018 - val_loss: 0.0040 - val_mean_squared_error: 0.0040
Epoch 79/500
579/586 [============================>.] - ETA: 0s - loss: 0.0018 - mean_squared_error: 0.0018
Epoch 00079: loss did not improve from 0.00180
586/586 [==============================] - 4s 6ms/step - loss: 0.0018 - mean_squared_error: 0.0018 - val_loss: 0.0039 - val_mean_squared_error: 0.0039
Epoch 80/500
584/586 [============================>.] - ETA: 0s - loss: 0.0018 - mean_squared_error: 0.0018
Epoch 00080: loss did not improve from 0.00180
586/586 [==============================] - 4s 6ms/step - loss: 0.0018 - mean_squared_error: 0.0018 - val_loss: 0.0039 - val_mean_squared_error: 0.0039
Epoch 00080: early stopping

#------------------------------------------------------------------------------------------#
# loss는 매 에포크 마다의 훈련 손실값
# acc는 매 에포크 마다의 훈련 정확도
# val_loss는 매 에포크 마다의 검증 손실값
# val_acc는 매 에포크 마다의 검증 정확도
# validation loss가 증가하기 시작한다면, 모델이 과적합이 되고 있다고 판단
# print(hist.history)

#------------------------------------------------------------------------------------------#
y_vloss = [hist_list[i].history['val_loss'] for i in range(len(df_list))]   # 테스트셋 오차
#print(len(y_vloss))   # shape함수는 리스트에 적용안됨

# 학습셋 정확도
y_mse = [hist_list[i].history['mean_squared_error'] for i in range(len(df_list))]

# 테스트셋 정확도
y_val_mse = [hist_list[i].history['val_mean_squared_error'] for i in range(len(df_list))]
x_len = [np.arange(len(y_mse[i])) for i in range(len(df_list))]

for i in range(len(df_list)):
    plt.title(i)
    #학습셋 정확도 라인
    plt.plot(x_len[i], y_mse[i], 'o', c='blue', markersize=3, label = 'Trainset_mse')

    #테스트셋 오차 라인
    plt.plot(x_len[i], y_vloss[i], 'o', c='red', markersize=3, label = 'Testset_loss')

    plt.legend(loc='best')   #location  right, left, upper rigtht 등등 
    plt.grid()   # 격자 
    plt.xlabel('epoch')
    plt.ylabel('score')

    plt.show()

    # 테스트 정확도 출력
    print(' MSE: %.4f' % y_val_mse[i][-1])  
    #제일 마지막 정확도를 가져오고 싶어서 인덱싱 -1번

 MSE: 0.0000

 MSE: 0.0000

 MSE: 0.0001

 MSE: 0.0001

 MSE: 0.0005

 MSE: 0.0003

 MSE: 0.0000

 MSE: 0.0000

 MSE: 0.0000

 MSE: 0.0000

y_pred = [model_list[i].predict(X_test_t[i], batch_size=30) for i in range(len(df_list))]

WARNING:tensorflow:Model was constructed with shape (None, 1, 1) for input Tensor("lstm_input:0", shape=(None, 1, 1), dtype=float32), but it was called on an input with incompatible shape (None, 12, 1).
WARNING:tensorflow:Model was constructed with shape (None, 1, 1) for input Tensor("lstm_input:0", shape=(None, 1, 1), dtype=float32), but it was called on an input with incompatible shape (30, 12, 1).

#------------------------------------------------------------------------------------------#
# 예측 결과 시각화하여 확인
# 원래 값과 예측 값이 일치하면 직선에 가깝게 분포가 되는데 결과가 나쁘지 않다
for i in range(len(df_list)):
    plt.scatter(y_test[i], y_pred[i])
    plt.xlabel("WL Index: $Y_i$")
    plt.ylabel("Predicted WL Index: $\hat{Y}_i$")
    plt.title(str(i)+"번째: WL vs Predicted WL Index: $Y_i$ vs $\hat{Y}_i$")
    plt.show()

Font 'default' does not have a glyph for '\ubc88' [U+bc88], substituting with a dummy symbol.
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Font 'default' does not have a glyph for '\uc9f8' [U+c9f8], substituting with a dummy symbol.
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Font 'default' does not have a glyph for '\ubc88' [U+bc88], substituting with a dummy symbol.
Substituting symbol 번 from STIXGeneral
Font 'default' does not have a glyph for '\uc9f8' [U+c9f8], substituting with a dummy symbol.
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a_axis = [np.arange(0, len(y_train[i])) for i in range(len(df_list))]
b_axis = [np.arange(len(y_train[i]), len(y_train[i]) + len(y_pred[i])) for i in range(len(df_list))]

for i in range(len(df_list)):
    plt.figure(figsize=(16,8))
    plt.title(i)
    plt.plot(a_axis[i], y_train_np[i].reshape(X_train_t[i].shape[0],), 'o-')
    plt.plot(b_axis[i], y_pred[i].reshape(X_test_t[i].shape[0],), 'o-', color='red', label='Predicted')
    plt.plot(b_axis[i], y_test_np[i].reshape(X_test_t[i].shape[0],), 'o-', color='green', alpha=0.2, label='Actual')
    plt.legend()
    plt.show()

# #------------------------------------------------------------------------------------------#
# # test 값과 예측 값 시각화
# plt.plot(y_test[i], 'bo-', label='Actual')
# plt.plot(y_pred[i], 'ro-', label='Predicted')
# plt.legend()
# plt.show()

	Unnamed: 0	bridge_name	address	etc_address	latitude	longitude	brid_height_origin	location_start	wl_station_code	station_name	location	obs_date	WL	bridge_height
0	0	한평교	경기도	안성시	37.106555	127.433259	6.1	[37.106555, 127.433259]	1007604	안성시(한평교)	[37.10666666666667, 127.43361111111112]	2016-11-09 01:00:00	145.0	734.0
1	1	한평교	경기도	안성시	37.106555	127.433259	6.1	[37.106555, 127.433259]	1007604	안성시(한평교)	[37.10666666666667, 127.43361111111112]	2016-11-09 02:00:00	145.0	734.0
2	2	한평교	경기도	안성시	37.106555	127.433259	6.1	[37.106555, 127.433259]	1007604	안성시(한평교)	[37.10666666666667, 127.43361111111112]	2016-11-09 03:00:00	145.0	734.0
3	3	한평교	경기도	안성시	37.106555	127.433259	6.1	[37.106555, 127.433259]	1007604	안성시(한평교)	[37.10666666666667, 127.43361111111112]	2016-11-09 04:00:00	146.0	734.0
4	4	한평교	경기도	안성시	37.106555	127.433259	6.1	[37.106555, 127.433259]	1007604	안성시(한평교)	[37.10666666666667, 127.43361111111112]	2016-11-09 05:00:00	146.0	734.0
...	...	...	...	...	...	...	...	...	...	...	...	...	...	...
7456997	7456997	굴포천교	인천광역시	계양구	37.580726	126.776421	10.0	[37.580726, 126.776421]	1019653	벌말교	[37.583333333333336, 126.77222222222223]	2020-08-26 22:00:00	238.0	1239.0
7456998	7456998	굴포천교	인천광역시	계양구	37.580726	126.776421	10.0	[37.580726, 126.776421]	1019653	벌말교	[37.583333333333336, 126.77222222222223]	2020-08-26 23:00:00	230.0	1239.0
7456999	7456999	굴포천교	인천광역시	계양구	37.580726	126.776421	10.0	[37.580726, 126.776421]	1019653	벌말교	[37.583333333333336, 126.77222222222223]	2020-08-27 00:00:00	238.0	1239.0
7457000	7457000	굴포천교	인천광역시	계양구	37.580726	126.776421	10.0	[37.580726, 126.776421]	1019653	벌말교	[37.583333333333336, 126.77222222222223]	2020-08-27 01:00:00	230.0	1239.0
7457001	7457001	굴포천교	인천광역시	계양구	37.580726	126.776421	10.0	[37.580726, 126.776421]	1019653	벌말교	[37.583333333333336, 126.77222222222223]	2020-08-27 02:00:00	237.0	1239.0

	time	value
0	2016-11-09 01:00:00	145.0
1	2016-11-09 02:00:00	145.0
2	2016-11-09 03:00:00	145.0
3	2016-11-09 04:00:00	146.0
4	2016-11-09 05:00:00	146.0
...	...	...
33252	2020-08-26 21:00:00	198.0
33253	2020-08-26 22:00:00	200.0
33254	2020-08-26 23:00:00	202.0
33255	2020-08-27 00:00:00	204.0
33256	2020-08-27 01:00:00	206.0

	value
time
2016-11-09 01:00:00	145.0
2016-11-09 02:00:00	145.0
2016-11-09 03:00:00	145.0
2016-11-09 04:00:00	146.0
2016-11-09 05:00:00	146.0
...	...
2020-08-26 21:00:00	198.0
2020-08-26 22:00:00	200.0
2020-08-26 23:00:00	202.0
2020-08-27 00:00:00	204.0
2020-08-27 01:00:00	206.0

	value	shift_1	shift_2	shift_3	shift_4	shift_5	shift_6	shift_7	shift_8	shift_9	shift_10	shift_11	shift_12
0	0.054455	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN
1	0.054455	0.054455	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN
2	0.054455	0.054455	0.054455	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN
3	0.056931	0.054455	0.054455	0.054455	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN
4	0.056931	0.056931	0.054455	0.054455	0.054455	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN
5	0.056931	0.056931	0.056931	0.054455	0.054455	0.054455	NaN	NaN	NaN	NaN	NaN	NaN	NaN
6	0.056931	0.056931	0.056931	0.056931	0.054455	0.054455	0.054455	NaN	NaN	NaN	NaN	NaN	NaN
7	0.056931	0.056931	0.056931	0.056931	0.056931	0.054455	0.054455	0.054455	NaN	NaN	NaN	NaN	NaN
8	0.056931	0.056931	0.056931	0.056931	0.056931	0.056931	0.054455	0.054455	0.054455	NaN	NaN	NaN	NaN
9	0.056931	0.056931	0.056931	0.056931	0.056931	0.056931	0.056931	0.054455	0.054455	0.054455	NaN	NaN	NaN
10	0.054455	0.056931	0.056931	0.056931	0.056931	0.056931	0.056931	0.056931	0.054455	0.054455	0.054455	NaN	NaN
11	0.054455	0.054455	0.056931	0.056931	0.056931	0.056931	0.056931	0.056931	0.056931	0.054455	0.054455	0.054455	NaN
12	0.054455	0.054455	0.054455	0.056931	0.056931	0.056931	0.056931	0.056931	0.056931	0.056931	0.054455	0.054455	0.054455

	shift_1	shift_2	shift_3	shift_4	shift_5	shift_6	shift_7	shift_8	shift_9	shift_10	shift_11	shift_12
12	0.054455	0.054455	0.056931	0.056931	0.056931	0.056931	0.056931	0.056931	0.056931	0.054455	0.054455	0.054455
13	0.054455	0.054455	0.054455	0.056931	0.056931	0.056931	0.056931	0.056931	0.056931	0.056931	0.054455	0.054455
14	0.054455	0.054455	0.054455	0.054455	0.056931	0.056931	0.056931	0.056931	0.056931	0.056931	0.056931	0.054455
15	0.054455	0.054455	0.054455	0.054455	0.054455	0.056931	0.056931	0.056931	0.056931	0.056931	0.056931	0.056931
16	0.054455	0.054455	0.054455	0.054455	0.054455	0.054455	0.056931	0.056931	0.056931	0.056931	0.056931	0.056931